Coweeta Hydrologic Laboratory Watershed 32 using Static, SSURGO, and RSS soil inputs.
The following R Markdown script prepares and runs the Regional Hydro-Ecologic Simulation System (RHESSYS) within the R environment. Modified from RHESSysIOinR example scripts created by Will Burke and Ryan Bart. Includes CLHS code snippets and SDA code from Dylan Beaudette.
Windows Subsystem via Linux must be installed before RHESSys will run in a Windows environment. GRASS8 must be installed to run the spatial preprocessing portion of the script.
Code has been modified to run RHESSys 7.4 and 5.18. 7.4 vegetation processing differs slightly from 5.18. Various template differences exist between the two versions of RHESSys and template files must be carefully reviewed if moving between versions. This script is currently set up to run RHESSys 7.4
knitr::opts_chunk$set(warning = FALSE, message = FALSE)
#install.packages("devtools")
#devtools::install_github("ropensci/FedData")
library(aqp)
## This is aqp 1.41
library(daymetr)
library(clhs)
## Registered S3 methods overwritten by 'tibble':
## method from
## format.tbl pillar
## print.tbl pillar
library(EcoHydRology)
## Loading required package: operators
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## Attaching package: 'operators'
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## options, strrep
## Loading required package: topmodel
## Loading required package: DEoptim
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## DEoptim package
## Differential Evolution algorithm in R
## Authors: D. Ardia, K. Mullen, B. Peterson and J. Ulrich
## Loading required package: XML
library(elevatr)
library(ezknitr)
library(FedData)
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## %>%
library(foreach)
library(foreign)
library(ggplot2)
library(ggpubr)
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## %>%
library(hydroGOF)
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## as.Date, as.Date.numeric
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## Attaching package: 'hydroGOF'
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library(imputeTS)
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## na.locf
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## %>%
library(knitr)
library(latticeExtra)
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## layer
library(lubridate)
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## date, intersect, setdiff, union
library(Metrics)
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## mae, mse, rmse
library(raster)
## Loading required package: sp
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## Attaching package: 'raster'
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## metadata, metadata<-
library(rasterVis)
library(readxl)
library(reshape2)
library(rgdal)
## Please note that rgdal will be retired by the end of 2023,
## plan transition to sf/stars/terra functions using GDAL and PROJ
## at your earliest convenience.
##
## rgdal: version: 1.5-32, (SVN revision 1176)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 3.4.1, released 2021/12/27
## Path to GDAL shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/gdal
## GDAL binary built with GEOS: TRUE
## Loaded PROJ runtime: Rel. 7.2.1, January 1st, 2021, [PJ_VERSION: 721]
## Path to PROJ shared files: C:/Users/Carlos/Documents/R/win-library/4.0/rgdal/proj
## PROJ CDN enabled: FALSE
## Linking to sp version:1.4-6
## To mute warnings of possible GDAL/OSR exportToProj4() degradation,
## use options("rgdal_show_exportToProj4_warnings"="none") before loading sp or rgdal.
library(rgrass)
## GRASS GIS interface loaded with GRASS version: (GRASS not running)
library(rmarkdown)
library(Rmisc)
## Loading required package: plyr
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## mutate
library(RHESSysPreprocessing)
library(RHESSysIOinR)
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## read_world
library(sf)
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## %>%
library(soilDB)
library(sp)
library(stats)
library(stringi)
library(tactile)
library(terra)
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library(testthat)
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## %>%
library(tidyverse)
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library(viridisLite)
library(dplyr)
setwd(system.file("extdata/", package = "RHESSysIOinR"))
rh_ver = dir(path = "modelfiles/rhessys/", pattern = "^rhessys\\d+",recursive = F)
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
rh_path = file.path("modelfiles/rhessys", rh_ver)
## Load in necessary files
filedir <- ("C:/Users/Carlos/Documents/GitHub/RHESSys74-R-Markdown/")
watershedshapefile <- paste0(filedir, "input_files/shapefiles/watersheds/Coweeta_Hydrologic_Laboratory.shp")
streamshapefile<- paste0(filedir,"input_files/shapefiles/streams/StreamsCaldwellClipped.shp")
weirshapefile<- paste0(filedir,"input_files/shapefiles/weirs/Subbasinoutlets.shp")
roadshapefile <- paste0(filedir, "input_files/shapefiles/roads/UpdatedRoads4Reprojected32617.shp")
CWRG12 <- paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG12_daily_1942_2021.csv")
CWRG20 <-paste0(filedir,"input_files/precipitation/RDS-2017-0031/Data/RG20_daily_1962_2021.csv")
CS21<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs21_daily.csv")
CS28<- paste0(filedir,"input_files/temperature/RDS-2015-0042/Data/cs28_daily.csv")
newsmlocations<- paste0(filedir,"input_files/shapefiles/soil_moisture/CoweetaNRCSsmKML.kml")
#in step 4
setwd(system.file("extdata/", package = "RHESSysIOinR"))
#Prepare observed Streamflow data
obsws32<- read.csv(paste0(filedir,"input_files/streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv"))
obsws32$Date<- as.Date(obsws32$Date)
Caldates<- read.csv("outputfilter/caldates.csv")
Valdates<- read.csv("outputfilter/valdates.csv")
Caldates<- Caldates[,2]
Valdates<- Valdates[,2]
mergedsm<- read.table("outputfilter/mergedsm.csv", header = T, sep = ",")
obsws32sm<- read.table("outputfilter/obsws32sm.csv", header = T, sep = ",")
obsws32sm$Date<- as.Date(obsws32sm$Date,"%Y-%m-%d")
New Patch Filter
Basin - Basin Hillslope - Subbasin Zone - Patch Patch - Patch
1 112 136557 1 110 141942 1 110 149478
setwd(system.file("extdata/", package = "RHESSysIOinR"))
patchfilterpatch1 = build_output_filter(timestep = "daily",
output_format = "csv",
output_path = "outputfilter",
output_filename = "valws32patch1",
spatial_level = "patch",
spatial_ID = "1:112:136557:136557",
variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))
patchfilterpatch2 = build_output_filter(timestep = "daily",
output_format = "csv",
output_path = "outputfilter",
output_filename = "valws32patch2",
spatial_level = "patch",
spatial_ID = "1:110:141942:141942",
variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))
patchfilterpatch3 = build_output_filter(timestep = "daily",
output_format = "csv",
output_path = "outputfilter",
output_filename = "valws32patch3",
spatial_level = "patch",
spatial_ID = "1:110:149478:149478",
variables = c("rootzone.S","rootzone.potential_sat","rootzone.field_capacity", "rz_storage"))
# start_time = Sys.time()
# start_time
# run_rhessys_single(input_rhessys = input_rhessys,
# hdr_files = input_hdr,
# tec_data = input_tec_data,
# cmd_pars = stdpars,
# output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
# runID = 'single')
# end_time = Sys.time()
# end_time - start_time
# end_time
*** VALIDATION ***
Run Model once for validation, copied from previous code must clean up
Configure RHESSys Inputs/Outputs for a single run.
Use World Statefile created during spin-up. To run model one time at patch scale.
COMMAND LINE OPTIONS
-b Basin output option. Print out response variables for specified basins. -c Canopy stratum output option. Print out response variables for specified strata. -g Grow option. Try to read in dynamic bgc input data and output dynamic bgc parameters. -h Hillslope output option. Print out response variables for specified hillslopes. -p Patch output option. Print out response variables for specified patches. -r Routing option. Gives name of flow_table to define explicit routing connectivity. Also trigger use of explicit routing over TOPMODEL approach. -c Stratum output option. Print out response variables for specified strata.
patches listed top to bottom
setwd(system.file("extdata/", package = "RHESSysIOinR"))
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
world_hdr_prefix = "CWWS32",
flowtable = "CWWS32.flow",
start = "2013 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32",
commandline_options = c("-b -g -p"))
## TEC file dictates model output, begin output a year in to allow model SM to stabilize
# do not output_state or worldfile may be overwritten as output is created
input_tec_data = IOin_tec_std(start = "2015 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
## Calibrated Values
stdpars<- IOin_cmd_pars(
m = 1.581785,
k = 41.12945,
soil_dep= 0.1776117,
m_v = 8.11574,
k_v = 0.8713272,
gw1 = 0.2477113,
gw2 = 0.4291277,
pa = 0.3913392,
po = 1.85424,
vgseng1 = 1.459184,
vgseng2 = 1.799894,
vgseng3 = 1.381696)
Run RHESSys once for validation
Read RHESSys Single Run Output
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
singlerunvalidation<- readin_rhessys_output("out/cwws32_runvalidation")
plot(singlerunvalidation$bd$streamflow~singlerunvalidation$bd$date, type = "l", main = "Streamflow", xlab = "Date", ylab = "Streamflow", col = 'DarkBlue')
plot(as.Date(singlerunvalidation$bd$date),singlerunvalidation$bd$rz_storage, type = "l", col = 'black', main = "Basin Scale Root Zone Storage",
xlab = "Date", ylab = "mm")
#basin scale soil moisture
plot(singlerunvalidation$bd$rz_storage/singlerunvalidation$bdg$root_depth~singlerunvalidation$bd$date, type = "l", main = "RZ_Storage/Root_Depth x Date", xlab = "Date", ylab = "rz_Storage/root_depth", col = 'brown')
plot(singlerunvalidation$bd$lai~singlerunvalidation$bd$date, type = "l", main = "LAI", xlab = "Date", ylab = "LAI", col = 'DarkGreen')
plot(singlerunvalidation$bd$pet~singlerunvalidation$bd$date, type = "l", main = "Potential Evapotranspiration", xlab = "Date", ylab = "PET", col = 'DarkBlue')
plot(singlerunvalidation$bd$et~singlerunvalidation$bd$date, type = "l", main = "Evapotranspiration", xlab = "Date", ylab = "ET", col = 'darkslategray')
plot((singlerunvalidation$bd$unsat_stor/singlerunvalidation$bd$sat_def_z)~singlerunvalidation$bd$date, type = "l", main = "unsat_stor/sat_def_z", xlab = "Date", ylab = "vwc", col = 'DarkGreen')
Merge Observed and Simulated Data
## merge values instead of subsetting to match up with simulated dates
singlerunvalidation$bd<- merge(singlerunvalidation$bd,obsws32, by.x = "date", by.y = "Date", all = FALSE)
## merge soil moisture values but include all data
singlerunvalidation$data <-merge(singlerunvalidation$bd,obsws32sm, by.x = "date", by.y = "Date", all = TRUE)
Plot Observed and Simulated Data, Plot RHESSys Outputs
setwd(system.file("extdata/", package = "RHESSysIOinR"))
## Plot Hydrograph comparing modeled and observed streamflow
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Streamflow")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$observedstreamflow.x, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Log Streamflow", log = "y")
lines(singlerunvalidation$data$date, singlerunvalidation$data$streamflow, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:1)}
predictedvsobservedstreamlm<- lm(observedstreamflow~streamflow, data = singlerunvalidation$bd)
{plot(singlerunvalidation$bd$observedstreamflow,singlerunvalidation$bd$streamflow, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Streamflow", xlim = c(0,55), ylim = c(0,55))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedstreamlm)$r.squared,digits=3)))}
{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(singlerunvalidation$data$date, singlerunvalidation$data$mergedsoilmoisture, col = 'RED')
legend("topright",inset = 0, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("black","red"), lty=1:1)}
predictedvsobservedsoillm<- lm((rz_storage/rootdepth)~mergedsoilmoisture, data = singlerunvalidation$data)
{plot((singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth),singlerunvalidation$data$mergedsoilmoisture, xlab = "Observed", ylab = "Predicted", main = "Predicted vs Observed Basin Scale Soil Moisture", xlim = c(0.05,0.4), ylim = c(0.05,0.4))
abline(a=0, b=1, col = 'RED', lty = 2, lwd = 2)
legend("right",inset = 0.01, legend = paste("R2 =",format(summary(predictedvsobservedsoillm)$r.squared,digits=3)))}
## Plot other model outputs
par(mfrow=c(5,1), mar = c(2,5,4,2))
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$tmin, type = "l", col = 'BLUE', ylim = c(-15,30), ylab = "Temperature", xlab = "Date")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$tmax, type = "l", col = 'RED')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$precip, type = "h", ylab = "Precipitation", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = "l", ylab = "Streamflow", xlab = "Date", col = 'blue')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$baseflow, type = "l", ylab = "Baseflow", xlab = "Date", col = 'brown')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$rz_storage, type = "l", ylab = "RZ Storage", xlab = "Date", col = 'dark green')
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$psn ,type = "l", ylab = "PSN", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$et, type = "l", ylab = "Evaoptranspiration", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$pet, type = "l", ylab = "PET", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.Qout, type = "l", ylab = "Q out", xlab = "Date")
plot(singlerunvalidation$bd$date,singlerunvalidation$bd$gw.storage, type = "l", ylab = "GW Storage", xlab = "Date")
par(mfrow=c(1,1))
### will only plot in growth mode , used to check that vegetation is initialized properly ##
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$lai, type = "l", main = "LAI", xlab = "Date", col = 'dark green')
plot(singlerunvalidation$bdg$date, singlerunvalidation$bdg$soilc, type = "l", main = "Soil Carbon", xlab = "Date", col = 'brown')
## plot cal/val sets
obsws32<- read.csv(paste0(filedir,"input_files/streamflow/Daily Streamflow Watershed 32/Daily Streamflow Watershed 32/ObservedWS32.csv"))
obsws32$Date<- as.Date(obsws32$Date)
Caldates<- read.csv("outputfilter/caldates.csv")
Valdates<- read.csv("outputfilter/valdates.csv")
Caldates<- Caldates[,2]
Valdates<- Valdates[,2]
mergedsm<- read.table("outputfilter/mergedsm.csv", header = T, sep = ",")
obsws32sm<- read.table("outputfilter/obsws32sm.csv", header = T, sep = ",")
obsws32sm$Date<- as.Date(obsws32sm$Date,"%Y-%m-%d")
obsws32cal <- obsws32[obsws32$Date >= Caldates[1] & obsws32$Date <= Caldates[2], ]
obsws32val <- obsws32[obsws32$Date >= Valdates[1] & obsws32$Date <= Valdates[2], ]
obsws32smcal <- obsws32sm[obsws32sm$Date >= Caldates[1] & obsws32sm$Date <= Caldates[2], ]
obsws32smval <- obsws32sm[obsws32sm$Date >= Valdates[1] & obsws32sm$Date <= Valdates[2], ]
{plot(singlerunvalidation$data$date,(singlerunvalidation$data$rz_storage/singlerunvalidation$data$rootdepth), type = "l", ylim = c(0,0.35), xlab = "Date", ylab = "RZ_Storage/Rootdepth", main = "Predicted vs Observed Basin Scale Soil Moisture")
lines(obsws32smcal$Date,obsws32smcal$mergedsoilmoisture, col = "BLUE")
lines(obsws32smval$Date,obsws32smval$mergedsoilmoisture, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Soil Moisture","Observed Calibration Soil Moisture", "Observed Validation Soil Moisture"), col=c("black","blue","red"), lty=c(1,1,1))}
{plot(singlerunvalidation$data$date,singlerunvalidation$data$streamflow, type = "l", xlab = "Date", ylab = "Streamflow", main = "Predicted vs Observed Basin Scale Streamflow")
lines(obsws32cal$Date,obsws32cal$observedstreamflow, col = "BLUE")
lines(obsws32val$Date,obsws32val$observedstreamflow, col = "RED")
legend("topright",inset = 0, legend=c("Predicted Streamflow","Observed Calibration Streamflow", "Observed Validation Streamflow"), col=c("black","blue","red"), lty=c(1,1,1))}
Spatial Data import and display of inputs
# Original input maps have been cropped before processing in R, without cropping the RHESSYs preparation in the R environment will not function properly, below are the input maps used by R
setwd(system.file("extdata/", package = "RHESSysIOinR"))
ws32<- raster("grassexport/cwt_ws32/basin_ws32.tif")
patches<- raster("grassexport/cwt_ws32/patch.tif")
acc10<- raster("grassexport/cwt_ws32/acc10.tif")
aspect10<- raster("grassexport/cwt_ws32/aspect10.tif")
#bt1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/b.t1000.tif")
dem10<- raster("grassexport/cwt_ws32/dem10.tif")
dem10f<- raster("grassexport/cwt_ws32/dem10f.tif")
dir10<- raster("grassexport/cwt_ws32/dir10.tif")
drain10<- raster("grassexport/cwt_ws32/drain10.tif")
#ht1000<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/h.t1000.tif")
hillslope<- raster("grassexport/cwt_ws32/hillslope.tif")
roads<- brick("grassexport/cwt_ws32/roads.tif")
#shade10<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/shade10.tif")
slope10<- raster("grassexport/cwt_ws32/slope10.tif")
streams<- raster("grassexport/cwt_ws32/streams.tif")
topidx10<- raster("grassexport/cwt_ws32/topidx10_100.tif")
#xmap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/xmap.tif")
#ymap<- raster("C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata/rasters/cwt_ws32/ws32/ymap.tif")
ObservedSMLocationsnt <- read_sf(paste0(filedir,"input_files/soil_moisture/knb-lter-cwt.1308.19/1308.kml"))
ObservedSMLocations <- st_transform(ObservedSMLocationsnt, crs(dem10))
plot(ws32, main ="ws32")
plot(patches, main = "patches")
plot(acc10, main = "acc10")
plot(aspect10, main = "aspect10")
#levelplot(bt1000, col.regions = brewer.pal(name='Spectral', n = 11),at=seq(0,6500,1))
#plot(bt1000, main = "bt1000")
plot(dem10, main = "dem10")
plot(dem10f, main = "dem10f")
plot(dir10, main = "dir10")
plot(drain10, main = "drain10")
#plot(ht1000, main = "ht1000")
{plot(hillslope, main = "hillslope")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
plot(roads, main = "roads")
#plot(shade10, main = "shade10")
plot(slope10, main = "slope10")
plot(streams, main = "streams")
plot(topidx10, main = "topidx10")
#plot(xmap, main = "xmap")
#plot(ymap, main = "ymap")
Show locations of measured soil moisture and soil maps
setwd(system.file("extdata/", package = "RHESSysIOinR"))
soilstaticmap<- raster("grassexport/cwt_ws32/staticsoil.tif")
soilssurgo<- raster("grassexport/cwt_ws32/ssurgosoil.tif")
soildsm<- raster("grassexport/cwt_ws32/dsmsoil.tif")
colorramp<- viridis(128)
{plot(dem10, col = colorramp, main = "Coweeta Observed Soil Moisture Locations")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 3)
## [,1] [,2] [,3]
## [1,] "132 plot center" "275432.649744231" "3881522.05364127"
## [2,] "232 plot center" "275578.214010129" "3881428.55011708"
## [3,] "332 plot center" "275760.864807773" "3881284.18476691"
{plot(soilstaticmap, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on Static Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
{plot(soilssurgo, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on SSURGO Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
{plot(soildsm, col = colorramp, main = "Coweeta Observed Soil Moisture Locations on RSS Soil Map")
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", lwd = 1)}
Display outputs from model run
setwd(system.file("extdata/", package = "RHESSysIOinR"))
## Extract values for single date
displayday <- singlerunvalidation$pd[which(singlerunvalidation$pd$date=="2018-03-21")]
## reclassify all patches to na and then reclassify to model output values
reclass_all<- c(-2147483648, 2147483647,NA)
reclass_allm<- matrix(reclass_all, ncol = 3, byrow = TRUE)
displaydaypatches<- reclassify(patches,reclass_allm)
displayday$calculatedrzsm <- displayday$rz_storage/displayday$root.depth
reclass_displayday <- cbind(displayday$patchID,displayday$calculatedrzsm)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches<- reclassify(patches,reclass_displayday)
## Plot Spatial Data Output for RZ Storage
#plot(displaydaypatches, xlim = c(280900,282500), ylim = c(4870000,4872000))
{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$root.depth)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches2<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches2,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 root.depth Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$rz_storage)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches3<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches3,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 rz_storage Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,displayday$sat_def)
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches4<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches4,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 Saturation Deficit Prediction for 1 day in mm", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,(displayday$unsat_stor/displayday$sat_def_z))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches5<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches5,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600))
title("CW WS32 unsaturated soil moisture vwc Prediction for 1 day", line = -2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
reclass_displayday <- cbind(displayday$patchID,((displayday$root_zone.S*displayday$potential_rz_store)/displayday$root.depth))
reclass_displayday <- as.matrix(reclass_displayday)
displaydaypatches6<- reclassify(patches,reclass_displayday)
{plot(mask(displaydaypatches6,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 Rooting Depth VWC Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
{plot(mask(displaydaypatches,ws32), xlim = c(275000,276200), ylim = c(3881000,3881600), zlim = c(0,0.50))
title("CW WS32 RZ Soil Moisture Prediction for 1 day", line = -2)
points(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1]), c(ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), pch = 21, col = "black", bg = "red", cex = 2)
scalebar(200, xy=c(275200, 3880800), type='line',divs = "2")}
## Plot Hydrograph
{hydrograph(input=singlerunvalidation$bd, streamflow=singlerunvalidation$bd$observedstreamflow, streamflow2 = singlerunvalidation$bd$streamflow, timeSeries = singlerunvalidation$bd$date, precip = singlerunvalidation$bd$streamflow,
P.units = "mm", S.units = "mm normalized by basin area", S1.col = 'Blue', S2.col = 'Red')
legend("topleft",inset = .2, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("blue","red"), lty=1:2)}
### end show patch map
patchnumbers<- raster::extract(patches,matrix(c(ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2]), nrow = 3, ncol = 2))
ObserveSoilMoisturePatches <- matrix(c(ObservedSMLocations$Name[3],ObservedSMLocations$Name[4],ObservedSMLocations$Name[5],ObservedSMLocations[[3]][[3]][1],ObservedSMLocations[[3]][[4]][1],ObservedSMLocations[[3]][[5]][1],ObservedSMLocations[[3]][[3]][2],ObservedSMLocations[[3]][[4]][2],ObservedSMLocations[[3]][[5]][2],patchnumbers), nrow = 3, ncol = 4)
## Extract values for a single patch, select patch ID
ObserveSoilMoisturePatches[1,4]
## [1] "136557"
displaypatch<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[1,4])]
ObserveSoilMoisturePatches[2,4]
## [1] "141942"
displaypatch2<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[2,4])]
ObserveSoilMoisturePatches[3,4]
## [1] "149478"
displaypatch3<- singlerunvalidation$pd[which(singlerunvalidation$pd$patchID==ObserveSoilMoisturePatches[3,4])]
plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #147322', ylim = c(0,.4))
head(obsws32cal)
## X Date flow discharge_mm observedstreamflow
## 22961 22961 2017-01-01 2.30 2.172645 2.172645
## 22962 22962 2017-01-02 3.04 2.871669 2.871669
## 22963 22963 2017-01-03 2.72 2.569388 2.569388
## 22964 22964 2017-01-04 2.11 1.993165 1.993165
## 22965 22965 2017-01-05 1.92 1.813686 1.813686
## 22966 22966 2017-01-06 1.81 1.709777 1.709777
head(obsws32val)
## X Date flow discharge_mm observedstreamflow
## 23311 23311 2017-12-17 2.14 2.021504 2.021504
## 23312 23312 2017-12-18 2.27 2.144306 2.144306
## 23313 23313 2017-12-19 2.23 2.106521 2.106521
## 23314 23314 2017-12-20 3.39 3.202289 3.202289
## 23315 23315 2017-12-21 2.74 2.588281 2.588281
## 23316 23316 2017-12-22 2.60 2.456033 2.456033
head(obsws32smcal)
## X Date flow discharge_mm observedstreamflow smois30site1a smois30site1b
## 1 1 2017-01-01 2.30 2.172645 2.172645 0.2194375 0.2468125
## 2 2 2017-01-02 3.04 2.871669 2.871669 0.2241528 0.2509896
## 3 3 2017-01-03 2.72 2.569388 2.569388 0.2184132 0.2409236
## 4 4 2017-01-04 2.11 1.993165 1.993165 0.1952743 0.2236250
## 5 5 2017-01-05 1.92 1.813686 1.813686 0.1825451 0.2149410
## 6 6 2017-01-06 1.81 1.709777 1.709777 0.1745729 0.2097500
## smois60site1a smois60site1b smois30site2a smois30site2b smois60site2a
## 1 0.1988021 0.2463715 0.2162465 0.2141181 0.2191528
## 2 0.2243646 0.2737917 0.2244410 0.2392847 0.2239028
## 3 0.2177813 0.2657361 0.2209722 0.2291771 0.2154028
## 4 0.1993090 0.2483194 0.2058437 0.2039549 0.1967431
## 5 0.1845556 0.2335799 0.1972882 0.1883021 0.1870486
## 6 0.1744132 0.2231181 0.1914861 0.1774236 0.1808646
## smois60site2b smois30site3a smois30site3b smois60site3a smois60site3b
## 1 0.1775868 0.2830729 0.2573576 0.2625312 0.2399167
## 2 0.2186528 0.2833924 0.2626007 0.2942917 0.2684410
## 3 0.2180486 0.2697604 0.2480833 0.2926944 0.2704132
## 4 0.1968403 0.2399167 0.2206285 0.2794965 0.2609514
## 5 0.1786215 0.2264861 0.2081111 0.2668299 0.2512847
## 6 0.1669340 0.2187014 0.2009896 0.2569028 0.2437292
## mergedsoilmoisture
## 1 0.2317839
## 2 0.2490255
## 3 0.2422839
## 4 0.2225752
## 5 0.2099661
## 6 0.2015738
head(obsws32smval)
## X Date flow discharge_mm observedstreamflow smois30site1a
## 351 351 2017-12-17 2.14 2.021504 2.021504 0.1181493
## 352 352 2017-12-18 2.27 2.144306 2.144306 0.1165625
## 353 353 2017-12-19 2.23 2.106521 2.106521 0.1135139
## 354 354 2017-12-20 3.39 3.202289 3.202289 0.1484514
## 355 355 2017-12-21 2.74 2.588281 2.588281 0.1391528
## 356 356 2017-12-22 2.60 2.456033 2.456033 0.1312049
## smois30site1b smois60site1a smois60site1b smois30site2a smois30site2b
## 351 0.2395313 0.1677882 0.2054826 0.1575382 0.1352778
## 352 0.2392708 0.1635625 0.2064132 0.1605903 0.1370000
## 353 0.2332326 0.1600174 0.2057812 0.1585660 0.1363750
## 354 0.2609861 0.1844479 0.2319132 0.1872778 0.1721458
## 355 0.2532083 0.2092639 0.2517917 0.1925139 0.1736111
## 356 0.2428194 0.1954965 0.2400937 0.1847604 0.1649479
## smois60site2a smois60site2b smois30site3a smois30site3b smois60site3a
## 351 NA 0.09663194 0.2347188 0.1869757 0.2350000
## 352 NA 0.09784375 0.2385694 0.1832847 0.2350000
## 353 NA 0.09828472 0.2289757 0.1792153 0.2350000
## 354 NA 0.12405208 0.2609826 0.2203681 0.2421354
## 355 NA 0.14059028 0.2525278 0.2136979 0.2712326
## 356 NA 0.13011806 0.2397049 0.1995382 0.2683160
## smois60site3b mergedsoilmoisture
## 351 0.2169896 0.1812803
## 352 0.2167847 0.1813529
## 353 0.2160000 0.1786329
## 354 0.2173993 0.2045600
## 355 0.2365937 0.2121985
## 356 0.2404201 0.2034018
#subset Validation range based on Val Dates set by available SM data
validationsubset <- singlerunvalidation$bd[singlerunvalidation$bd$date >= Valdates[1] & singlerunvalidation$bd$date <= Valdates[2], ]
## Fit tests for streamflow
NSE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.6757868
NSE(validationsubset$streamflow,validationsubset$observedstreamflow, FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE)
## [1] 0.8907935
KGE(validationsubset$streamflow,validationsubset$observedstreamflow)
## [1] 0.6818219
# Plot Observed and Predicted Streamflow
{plot(validationsubset$date,validationsubset$streamflow, type = 'l', lty = 2, col = 'RED', main = "Validation Subset Observed and Predicted Streamflow")
lines(validationsubset$date,validationsubset$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
{plot(singlerunvalidation$bd$date,singlerunvalidation$bd$streamflow, type = 'l', lty = 2, col = 'RED', main = "Observed and Predicted Streamflow")
lines(singlerunvalidation$bd$date,singlerunvalidation$bd$observedstreamflow, type = 'l', col = 'BLACK')
legend("topright",inset = .1, legend=c("Observed Streamflow","Predicted Streamflow"), col=c("black","red"), lty=1:2)}
#Plot Model RZ SM outputs for patch
{plot(displaypatch$date,(displaypatch$rz_storage/displaypatch$root.depth), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
lines(displaypatch$date,(displaypatch$rz_field_capacity/displaypatch$root.depth), type = "l", col = "blue")
lines(displaypatch$date,(displaypatch$rz_wilting_point/displaypatch$root.depth), type = "l", col = "red")
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}
{plot(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l",ylim = c(0,0.50), ylab = "Root Zone Storage (mm/m) ", xlab = "Date", main = 'Root Zone Display Patch')
legend("bottomleft",inset = .1, legend=c("Predicted RZ Storage","RZ Field Capacity","RZ Wilting Point"), col=c("black","blue","red"), lty=1:1)}
# must take seperate markdown file into account, load in mean sm files
# {plot(smws32_2mean$Group.1,smws32_2mean$smois30A, type = "l", ylim = c(0,0.4), col = 'BLUE', xlim=as.Date(c("2016-10-1","2019-10-1")), main = "CW WS32 More Saturated Zone VWC vs Patch #154914",
# xlab = "Date", ylab = "Soil Moisture mm")
# lines(displaypatch$date,(displaypatch$unsat_stor/displaypatch$sat_def_z), type = "l", xlab = "Date", ylab = "RZ Storage", main = 'CW WS27 More Detailed RZ Storage Patch #154914', col = 'red')
# legend("bottomleft",inset = .01, legend=c("Observed Soil Moisture","Predicted Soil Moisture"), col=c("blue","red"), lty=1:1)}
Combine calibration outputs
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
dsmdist<- read.csv("out/dsmcalibrationoutput.txt", sep=" ")
ssurgodist<- read.csv("out/ssurgocalibrationoutput.txt", sep = " ")
staticdist<- read.csv("out/staticcalibrationoutput.txt", sep = " ")
paged_table(ssurgodist)
paged_table(dsmdist)
paged_table(staticdist)
ssurgodist$treatment<- 'SSURGO'
dsmdist$treatment<- 'RSS'
staticdist$treatment<- 'Static'
combineddist<- rbind(ssurgodist, dsmdist, staticdist)
ggplot(combineddist, aes(calsmKGE, fill = treatment))+ geom_density(alpha=0.3)
ggplot(combineddist, aes(calKGE, fill = treatment))+ geom_density(alpha=0.3)
smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")
smKGEplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_boxplot()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEplot,KGEplot, common.legend = TRUE, legend = "top")
text <- "Coweeta Watershed 32 Calibration Performance"
# Create a text grob
tgrob <- text_grob(text,size = 16)
# Draw the text
plot_0 <- as_ggplot(tgrob) + theme(plot.margin = margin(0,3,0,12, "cm"))
ggarrange(plot_0,NULL,smKGEplot,KGEplot,
ncol = 2,nrow = 2,heights = c(1,5), common.legend = TRUE, legend = "none")
smKGEviolinplot<- ggplot(combineddist, aes(calsmKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Soil Moisture KGE - Calibration") +ylab("Soil Map Input")
KGEviolinplot<- ggplot(combineddist, aes(calKGE, y = treatment, fill = treatment))+ geom_violin()+ xlab("Streamflow KGE - Calibration")+ylab(NULL)
ggarrange(smKGEviolinplot,KGEviolinplot, common.legend = TRUE, legend = "top")
library(multcompView)
library(datasets)
oneway.test(valsmKGE~treatment, data= combineddist, var.equal = TRUE)
##
## One-way analysis of means
##
## data: valsmKGE and treatment
## F = 2.5409, num df = 2, denom df = 297, p-value = 0.08051
anova<- aov(valsmKGE~treatment, data = combineddist)
summary(anova)
## Df Sum Sq Mean Sq F value Pr(>F)
## treatment 2 0.075 0.03759 2.541 0.0805 .
## Residuals 297 4.394 0.01480
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
tukey <- TukeyHSD(anova)
print(tukey)
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = valsmKGE ~ treatment, data = combineddist)
##
## $treatment
## diff lwr upr p adj
## SSURGO-RSS -0.0009461387 -0.041466061 0.03957378 0.9983336
## Static-RSS 0.0330998916 -0.007420031 0.07361981 0.1336592
## Static-SSURGO 0.0340460304 -0.006473892 0.07456595 0.1191383
cld <- multcompLetters4(anova,tukey)
print(cld)
## $treatment
## $treatment$Letters
## Static RSS SSURGO
## "a" "a" "a"
##
## $treatment$LetterMatrix
## a
## Static TRUE
## RSS TRUE
## SSURGO TRUE
Run top n model runs for validation
50/50 weighting
validation will only run 2 years before prediction time period
combineddist
## m k soil_dep m_v k_v gw1 gw2
## 1 0.8115587 12.9818436 0.1442946 1.7784187 2.5834092 0.1063849 0.3329867
## 2 2.7841270 11.0174587 0.2046658 2.2751888 13.5264411 0.2729022 0.1265676
## 3 3.6065669 42.4705479 0.3334829 5.7310610 12.2300965 0.1157280 0.1238175
## 4 1.1183908 57.7270214 0.2312525 13.3777251 4.3663649 0.1939364 0.3523919
## 5 2.1358696 43.4289277 0.4902216 1.1249335 12.7637128 0.1823525 0.4052060
## 6 4.8891358 32.0090634 0.3800983 3.6240831 11.8575245 0.1094853 0.2217362
## 7 2.3562261 33.5884820 0.3448886 10.4449966 7.8029518 0.2356164 0.1555823
## 8 2.5533839 59.0167814 0.3732907 8.7465072 11.6696957 0.2074691 0.5803632
## 9 2.2675848 30.8774567 0.1317581 14.9453536 8.9162472 0.1757196 0.4826541
## 10 4.1864205 4.6948664 0.1856927 9.7386932 13.8625461 0.2588259 0.3558502
## 11 1.0316546 22.5692447 0.4569363 2.7855577 10.0474671 0.1731798 0.4224581
## 12 4.4388956 18.0799194 0.3573418 6.0410870 2.5733646 0.1354503 0.3373051
## 13 2.4309148 16.0149320 0.3867412 13.5503146 1.4259135 0.2372927 0.1181370
## 14 2.0876959 29.0008859 0.4996758 14.1192774 7.7939521 0.1017657 0.3769889
## 15 1.5309342 28.5540809 0.1074141 6.3003799 4.7903054 0.2806598 0.5342221
## 16 2.4306993 51.0904426 0.4706274 2.6367178 4.1233681 0.2946266 0.3435252
## 17 2.3192522 21.4368861 0.2643571 8.5138515 11.2549928 0.2106836 0.2693899
## 18 4.4039686 35.6688902 0.2825455 8.0655506 8.4285773 0.1053138 0.3265861
## 19 2.7674743 15.5970858 0.3355404 12.0486264 6.4991524 0.1574695 0.3956286
## 20 3.6851585 2.1587901 0.1538373 4.4412561 12.0260061 0.2407648 0.4971138
## 21 0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 22 4.9261619 12.4138466 0.1870961 14.8937916 6.7234495 0.2281210 0.4314206
## 23 1.4927436 55.6738010 0.3820518 8.9746545 10.1265288 0.2403728 0.5408932
## 24 2.6067708 55.3229912 0.3646402 10.1326794 3.1861256 0.1252572 0.3856326
## 25 0.9630431 3.1239228 0.1277909 12.9653747 9.9733858 0.1491120 0.4010802
## 26 3.0640424 11.1522601 0.4228195 1.8303351 2.7383596 0.2850852 0.3060487
## 27 4.0889157 14.9799218 0.2558226 2.4463532 10.8041285 0.1972792 0.1739036
## 28 0.8442982 2.9816063 0.4795979 9.5423555 0.9150671 0.2883834 0.5966064
## 29 3.5530138 41.3684524 0.3614619 12.2980076 7.9556705 0.1007283 0.4448167
## 30 3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 31 3.1086098 55.8135024 0.2009914 12.1085379 7.6517125 0.1682955 0.4513853
## 32 2.9083114 29.2524128 0.4010143 6.6747711 9.9199737 0.2109703 0.5746903
## 33 3.1514423 3.7886167 0.1597329 9.4156025 10.9521104 0.1415019 0.4721765
## 34 1.1460680 23.6856348 0.4324826 8.8141474 8.4579355 0.1462275 0.2383339
## 35 4.7383091 17.5702356 0.4279187 1.5689171 14.9953741 0.2453617 0.1884954
## 36 0.6044611 37.9677461 0.2898525 8.2548315 14.0718140 0.1118324 0.4172469
## 37 2.7200532 39.4585961 0.3399293 2.5766526 9.3353026 0.1538116 0.1828853
## 38 0.5419064 40.0108597 0.4932512 4.8103868 3.9870818 0.1933368 0.4358466
## 39 3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 40 3.6364426 31.6573635 0.2600197 2.6805099 11.0084957 0.1774595 0.2137496
## 41 0.8613169 52.7294571 0.1165093 11.1672419 7.9075566 0.1466077 0.5075503
## 42 1.8733713 22.2761230 0.1592480 7.0221193 0.6303031 0.1263936 0.5634063
## 43 2.6042830 25.6173303 0.1022973 5.3535854 5.5744954 0.2864952 0.3670720
## 44 0.8255664 16.5661307 0.3958934 3.9789159 14.4379910 0.2326326 0.2474030
## 45 0.9473852 0.6303476 0.1347969 7.6455509 13.1533804 0.2848405 0.2160309
## 46 4.5675645 46.2920082 0.1985024 1.9174382 1.1956946 0.1329673 0.5257056
## 47 3.6381659 40.2739195 0.1512981 2.0938441 6.7183253 0.1462253 0.5113616
## 48 1.0486766 55.0235520 0.3874442 9.1358880 8.6015159 0.2966675 0.4809453
## 49 2.6525687 49.0037672 0.3993358 4.0271624 6.0136199 0.2570980 0.1521520
## 50 3.5589297 20.7278387 0.1706288 8.5466688 2.3576462 0.1615415 0.1148921
## 51 3.5229947 9.5197485 0.2260492 13.2187292 4.7838510 0.2170071 0.3075977
## 52 2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 53 1.6581783 19.4695260 0.2897544 5.8993027 7.0268625 0.2513289 0.4122089
## 54 3.0544630 53.5972723 0.4735517 4.6761533 7.1462961 0.2421450 0.3155980
## 55 2.9468827 3.4407768 0.2205239 11.8964781 7.4056357 0.2064748 0.2837541
## 56 3.8464696 59.6445699 0.3483615 1.5541750 12.5110936 0.2596490 0.3846142
## 57 1.4541869 36.8119819 0.3117595 6.9541057 3.5096273 0.2031437 0.5545916
## 58 2.4054220 50.3537853 0.3739636 8.3146811 10.1832744 0.1292354 0.1337266
## 59 1.9782809 56.7869025 0.4049545 5.2100562 11.6089032 0.1027685 0.2967178
## 60 2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 61 4.7037319 20.8604306 0.3544561 7.7378925 5.4111998 0.2195332 0.3728983
## 62 2.4462543 26.4719965 0.4602076 7.8474555 9.9640683 0.1403120 0.3384296
## 63 4.6038171 27.9017075 0.2948591 5.1657625 14.2584098 0.2813510 0.2924784
## 64 3.4838642 7.5289162 0.4867368 12.7845386 5.3133940 0.1128379 0.1347968
## 65 2.6138313 5.6710789 0.1625157 2.5374665 3.2755683 0.2793105 0.2388880
## 66 1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 67 4.5003882 58.5358617 0.2373027 11.0516171 2.5323886 0.1129073 0.2619864
## 68 3.3761700 56.9100958 0.4814648 7.3888419 7.4416669 0.2221474 0.2041596
## 69 1.2702782 20.0087998 0.2067265 4.1416842 2.0435042 0.2132318 0.5600166
## 70 1.9382026 31.6214702 0.2708043 12.8926551 9.5310539 0.2307229 0.1723591
## 71 2.8195397 8.3144525 0.4533346 7.2494003 4.2948497 0.2712799 0.3725355
## 72 4.3817363 12.0559388 0.3629828 2.2430758 11.5145717 0.1115880 0.5820187
## 73 1.8036078 47.4391969 0.1121936 0.7015457 6.6105202 0.1628452 0.1970549
## 74 0.5021390 11.5361314 0.1240624 4.9070551 14.6728340 0.1232969 0.4378279
## 75 3.9286151 42.1595523 0.1312714 3.3855533 9.0417738 0.2204950 0.3010002
## 76 1.3198374 33.1850005 0.2190696 5.5082291 5.3845395 0.2495562 0.4829507
## 77 0.7348149 13.6983445 0.1682003 6.1653827 10.7362826 0.1801967 0.5547271
## 78 2.1402238 46.8237646 0.1361347 4.4256918 2.7525795 0.1677908 0.4775527
## 79 3.4394860 51.9380326 0.4345161 11.4457054 6.8780050 0.2241162 0.2052367
## 80 1.7671610 6.6807029 0.2777570 5.4252153 0.6640881 0.1633284 0.3612511
## 81 2.1909778 44.4799542 0.3247861 7.1857639 4.5200916 0.1371367 0.3878561
## 82 4.0588411 38.5109186 0.1124772 3.8984715 4.7403682 0.1814567 0.1058140
## 83 0.5618903 45.0884058 0.1632765 7.9111559 1.4240165 0.2127865 0.1284917
## 84 3.9957896 18.1723835 0.3485816 0.5525294 6.9379592 0.1307964 0.3259286
## 85 1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 86 1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 87 3.8669694 56.2992036 0.3694495 10.9060400 7.0874902 0.1602058 0.2921501
## 88 3.7508927 8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 89 4.7515440 17.0405505 0.3755550 10.0112887 5.7827586 0.2041247 0.4988047
## 90 1.6111057 49.5633522 0.1777959 0.8392787 3.7395385 0.1570988 0.5364438
## 91 4.8560606 27.2435453 0.2505366 4.3553460 6.0327268 0.1504867 0.4596559
## 92 2.2015578 12.1427132 0.1906229 8.9302178 1.3288947 0.1983037 0.3696163
## 93 0.7672482 43.7655489 0.4351246 1.2221297 4.0827214 0.1310778 0.1543108
## 94 4.1247243 5.1104851 0.3217916 14.1204003 8.4472290 0.1644749 0.2477216
## 95 1.6748103 2.4103391 0.4151184 5.0593706 6.1235932 0.2395761 0.1429691
## 96 3.6671442 34.9177797 0.1403224 8.3589353 7.2720624 0.2991330 0.2324850
## 97 3.7479864 42.7795663 0.4393579 11.6198664 5.8161344 0.2232496 0.1901390
## 98 0.6819139 36.5533887 0.4097231 2.9463656 14.3004274 0.2919805 0.2633689
## 99 2.0693061 6.5686796 0.2692404 12.3948232 4.5566271 0.1714512 0.1245808
## 100 2.9651592 14.6037972 0.2179415 13.6775044 3.6078740 0.2558893 0.5479919
## 110 0.8115587 12.9818436 0.1442946 1.7784187 2.5834092 0.1063849 0.3329867
## 210 2.7841270 11.0174587 0.2046658 2.2751888 13.5264411 0.2729022 0.1265676
## 310 3.6065669 42.4705479 0.3334829 5.7310610 12.2300965 0.1157280 0.1238175
## 410 1.1183908 57.7270214 0.2312525 13.3777251 4.3663649 0.1939364 0.3523919
## 510 2.1358696 43.4289277 0.4902216 1.1249335 12.7637128 0.1823525 0.4052060
## 610 4.8891358 32.0090634 0.3800983 3.6240831 11.8575245 0.1094853 0.2217362
## 710 2.3562261 33.5884820 0.3448886 10.4449966 7.8029518 0.2356164 0.1555823
## 810 2.5533839 59.0167814 0.3732907 8.7465072 11.6696957 0.2074691 0.5803632
## 910 2.2675848 30.8774567 0.1317581 14.9453536 8.9162472 0.1757196 0.4826541
## 101 4.1864205 4.6948664 0.1856927 9.7386932 13.8625461 0.2588259 0.3558502
## 111 1.0316546 22.5692447 0.4569363 2.7855577 10.0474671 0.1731798 0.4224581
## 121 4.4388956 18.0799194 0.3573418 6.0410870 2.5733646 0.1354503 0.3373051
## 131 2.4309148 16.0149320 0.3867412 13.5503146 1.4259135 0.2372927 0.1181370
## 141 2.0876959 29.0008859 0.4996758 14.1192774 7.7939521 0.1017657 0.3769889
## 151 1.5309342 28.5540809 0.1074141 6.3003799 4.7903054 0.2806598 0.5342221
## 161 2.4306993 51.0904426 0.4706274 2.6367178 4.1233681 0.2946266 0.3435252
## 171 2.3192522 21.4368861 0.2643571 8.5138515 11.2549928 0.2106836 0.2693899
## 181 4.4039686 35.6688902 0.2825455 8.0655506 8.4285773 0.1053138 0.3265861
## 191 2.7674743 15.5970858 0.3355404 12.0486264 6.4991524 0.1574695 0.3956286
## 201 3.6851585 2.1587901 0.1538373 4.4412561 12.0260061 0.2407648 0.4971138
## 211 0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 221 4.9261619 12.4138466 0.1870961 14.8937916 6.7234495 0.2281210 0.4314206
## 231 1.4927436 55.6738010 0.3820518 8.9746545 10.1265288 0.2403728 0.5408932
## 241 2.6067708 55.3229912 0.3646402 10.1326794 3.1861256 0.1252572 0.3856326
## 251 0.9630431 3.1239228 0.1277909 12.9653747 9.9733858 0.1491120 0.4010802
## 261 3.0640424 11.1522601 0.4228195 1.8303351 2.7383596 0.2850852 0.3060487
## 271 4.0889157 14.9799218 0.2558226 2.4463532 10.8041285 0.1972792 0.1739036
## 281 0.8442982 2.9816063 0.4795979 9.5423555 0.9150671 0.2883834 0.5966064
## 291 3.5530138 41.3684524 0.3614619 12.2980076 7.9556705 0.1007283 0.4448167
## 301 3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 311 3.1086098 55.8135024 0.2009914 12.1085379 7.6517125 0.1682955 0.4513853
## 321 2.9083114 29.2524128 0.4010143 6.6747711 9.9199737 0.2109703 0.5746903
## 331 3.1514423 3.7886167 0.1597329 9.4156025 10.9521104 0.1415019 0.4721765
## 341 1.1460680 23.6856348 0.4324826 8.8141474 8.4579355 0.1462275 0.2383339
## 351 4.7383091 17.5702356 0.4279187 1.5689171 14.9953741 0.2453617 0.1884954
## 361 0.6044611 37.9677461 0.2898525 8.2548315 14.0718140 0.1118324 0.4172469
## 371 2.7200532 39.4585961 0.3399293 2.5766526 9.3353026 0.1538116 0.1828853
## 381 0.5419064 40.0108597 0.4932512 4.8103868 3.9870818 0.1933368 0.4358466
## 391 3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 401 3.6364426 31.6573635 0.2600197 2.6805099 11.0084957 0.1774595 0.2137496
## 411 0.8613169 52.7294571 0.1165093 11.1672419 7.9075566 0.1466077 0.5075503
## 421 1.8733713 22.2761230 0.1592480 7.0221193 0.6303031 0.1263936 0.5634063
## 431 2.6042830 25.6173303 0.1022973 5.3535854 5.5744954 0.2864952 0.3670720
## 441 0.8255664 16.5661307 0.3958934 3.9789159 14.4379910 0.2326326 0.2474030
## 451 0.9473852 0.6303476 0.1347969 7.6455509 13.1533804 0.2848405 0.2160309
## 461 4.5675645 46.2920082 0.1985024 1.9174382 1.1956946 0.1329673 0.5257056
## 471 3.6381659 40.2739195 0.1512981 2.0938441 6.7183253 0.1462253 0.5113616
## 481 1.0486766 55.0235520 0.3874442 9.1358880 8.6015159 0.2966675 0.4809453
## 491 2.6525687 49.0037672 0.3993358 4.0271624 6.0136199 0.2570980 0.1521520
## 501 3.5589297 20.7278387 0.1706288 8.5466688 2.3576462 0.1615415 0.1148921
## 511 3.5229947 9.5197485 0.2260492 13.2187292 4.7838510 0.2170071 0.3075977
## 521 2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 531 1.6581783 19.4695260 0.2897544 5.8993027 7.0268625 0.2513289 0.4122089
## 541 3.0544630 53.5972723 0.4735517 4.6761533 7.1462961 0.2421450 0.3155980
## 551 2.9468827 3.4407768 0.2205239 11.8964781 7.4056357 0.2064748 0.2837541
## 561 3.8464696 59.6445699 0.3483615 1.5541750 12.5110936 0.2596490 0.3846142
## 571 1.4541869 36.8119819 0.3117595 6.9541057 3.5096273 0.2031437 0.5545916
## 581 2.4054220 50.3537853 0.3739636 8.3146811 10.1832744 0.1292354 0.1337266
## 591 1.9782809 56.7869025 0.4049545 5.2100562 11.6089032 0.1027685 0.2967178
## 601 2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 611 4.7037319 20.8604306 0.3544561 7.7378925 5.4111998 0.2195332 0.3728983
## 621 2.4462543 26.4719965 0.4602076 7.8474555 9.9640683 0.1403120 0.3384296
## 631 4.6038171 27.9017075 0.2948591 5.1657625 14.2584098 0.2813510 0.2924784
## 641 3.4838642 7.5289162 0.4867368 12.7845386 5.3133940 0.1128379 0.1347968
## 651 2.6138313 5.6710789 0.1625157 2.5374665 3.2755683 0.2793105 0.2388880
## 661 1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 671 4.5003882 58.5358617 0.2373027 11.0516171 2.5323886 0.1129073 0.2619864
## 681 3.3761700 56.9100958 0.4814648 7.3888419 7.4416669 0.2221474 0.2041596
## 691 1.2702782 20.0087998 0.2067265 4.1416842 2.0435042 0.2132318 0.5600166
## 701 1.9382026 31.6214702 0.2708043 12.8926551 9.5310539 0.2307229 0.1723591
## 711 2.8195397 8.3144525 0.4533346 7.2494003 4.2948497 0.2712799 0.3725355
## 721 4.3817363 12.0559388 0.3629828 2.2430758 11.5145717 0.1115880 0.5820187
## 731 1.8036078 47.4391969 0.1121936 0.7015457 6.6105202 0.1628452 0.1970549
## 741 0.5021390 11.5361314 0.1240624 4.9070551 14.6728340 0.1232969 0.4378279
## 751 3.9286151 42.1595523 0.1312714 3.3855533 9.0417738 0.2204950 0.3010002
## 761 1.3198374 33.1850005 0.2190696 5.5082291 5.3845395 0.2495562 0.4829507
## 771 0.7348149 13.6983445 0.1682003 6.1653827 10.7362826 0.1801967 0.5547271
## 781 2.1402238 46.8237646 0.1361347 4.4256918 2.7525795 0.1677908 0.4775527
## 791 3.4394860 51.9380326 0.4345161 11.4457054 6.8780050 0.2241162 0.2052367
## 801 1.7671610 6.6807029 0.2777570 5.4252153 0.6640881 0.1633284 0.3612511
## 811 2.1909778 44.4799542 0.3247861 7.1857639 4.5200916 0.1371367 0.3878561
## 821 4.0588411 38.5109186 0.1124772 3.8984715 4.7403682 0.1814567 0.1058140
## 831 0.5618903 45.0884058 0.1632765 7.9111559 1.4240165 0.2127865 0.1284917
## 841 3.9957896 18.1723835 0.3485816 0.5525294 6.9379592 0.1307964 0.3259286
## 851 1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 861 1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 871 3.8669694 56.2992036 0.3694495 10.9060400 7.0874902 0.1602058 0.2921501
## 881 3.7508927 8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 891 4.7515440 17.0405505 0.3755550 10.0112887 5.7827586 0.2041247 0.4988047
## 901 1.6111057 49.5633522 0.1777959 0.8392787 3.7395385 0.1570988 0.5364438
## 911 4.8560606 27.2435453 0.2505366 4.3553460 6.0327268 0.1504867 0.4596559
## 921 2.2015578 12.1427132 0.1906229 8.9302178 1.3288947 0.1983037 0.3696163
## 931 0.7672482 43.7655489 0.4351246 1.2221297 4.0827214 0.1310778 0.1543108
## 941 4.1247243 5.1104851 0.3217916 14.1204003 8.4472290 0.1644749 0.2477216
## 951 1.6748103 2.4103391 0.4151184 5.0593706 6.1235932 0.2395761 0.1429691
## 961 3.6671442 34.9177797 0.1403224 8.3589353 7.2720624 0.2991330 0.2324850
## 971 3.7479864 42.7795663 0.4393579 11.6198664 5.8161344 0.2232496 0.1901390
## 981 0.6819139 36.5533887 0.4097231 2.9463656 14.3004274 0.2919805 0.2633689
## 991 2.0693061 6.5686796 0.2692404 12.3948232 4.5566271 0.1714512 0.1245808
## 1001 2.9651592 14.6037972 0.2179415 13.6775044 3.6078740 0.2558893 0.5479919
## 112 0.8115587 12.9818436 0.1442946 1.7784187 2.5834092 0.1063849 0.3329867
## 212 2.7841270 11.0174587 0.2046658 2.2751888 13.5264411 0.2729022 0.1265676
## 312 3.6065669 42.4705479 0.3334829 5.7310610 12.2300965 0.1157280 0.1238175
## 412 1.1183908 57.7270214 0.2312525 13.3777251 4.3663649 0.1939364 0.3523919
## 512 2.1358696 43.4289277 0.4902216 1.1249335 12.7637128 0.1823525 0.4052060
## 612 4.8891358 32.0090634 0.3800983 3.6240831 11.8575245 0.1094853 0.2217362
## 712 2.3562261 33.5884820 0.3448886 10.4449966 7.8029518 0.2356164 0.1555823
## 812 2.5533839 59.0167814 0.3732907 8.7465072 11.6696957 0.2074691 0.5803632
## 912 2.2675848 30.8774567 0.1317581 14.9453536 8.9162472 0.1757196 0.4826541
## 102 4.1864205 4.6948664 0.1856927 9.7386932 13.8625461 0.2588259 0.3558502
## 113 1.0316546 22.5692447 0.4569363 2.7855577 10.0474671 0.1731798 0.4224581
## 122 4.4388956 18.0799194 0.3573418 6.0410870 2.5733646 0.1354503 0.3373051
## 132 2.4309148 16.0149320 0.3867412 13.5503146 1.4259135 0.2372927 0.1181370
## 142 2.0876959 29.0008859 0.4996758 14.1192774 7.7939521 0.1017657 0.3769889
## 152 1.5309342 28.5540809 0.1074141 6.3003799 4.7903054 0.2806598 0.5342221
## 162 2.4306993 51.0904426 0.4706274 2.6367178 4.1233681 0.2946266 0.3435252
## 172 2.3192522 21.4368861 0.2643571 8.5138515 11.2549928 0.2106836 0.2693899
## 182 4.4039686 35.6688902 0.2825455 8.0655506 8.4285773 0.1053138 0.3265861
## 192 2.7674743 15.5970858 0.3355404 12.0486264 6.4991524 0.1574695 0.3956286
## 202 3.6851585 2.1587901 0.1538373 4.4412561 12.0260061 0.2407648 0.4971138
## 213 0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 222 4.9261619 12.4138466 0.1870961 14.8937916 6.7234495 0.2281210 0.4314206
## 232 1.4927436 55.6738010 0.3820518 8.9746545 10.1265288 0.2403728 0.5408932
## 242 2.6067708 55.3229912 0.3646402 10.1326794 3.1861256 0.1252572 0.3856326
## 252 0.9630431 3.1239228 0.1277909 12.9653747 9.9733858 0.1491120 0.4010802
## 262 3.0640424 11.1522601 0.4228195 1.8303351 2.7383596 0.2850852 0.3060487
## 272 4.0889157 14.9799218 0.2558226 2.4463532 10.8041285 0.1972792 0.1739036
## 282 0.8442982 2.9816063 0.4795979 9.5423555 0.9150671 0.2883834 0.5966064
## 292 3.5530138 41.3684524 0.3614619 12.2980076 7.9556705 0.1007283 0.4448167
## 302 3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 313 3.1086098 55.8135024 0.2009914 12.1085379 7.6517125 0.1682955 0.4513853
## 322 2.9083114 29.2524128 0.4010143 6.6747711 9.9199737 0.2109703 0.5746903
## 332 3.1514423 3.7886167 0.1597329 9.4156025 10.9521104 0.1415019 0.4721765
## 342 1.1460680 23.6856348 0.4324826 8.8141474 8.4579355 0.1462275 0.2383339
## 352 4.7383091 17.5702356 0.4279187 1.5689171 14.9953741 0.2453617 0.1884954
## 362 0.6044611 37.9677461 0.2898525 8.2548315 14.0718140 0.1118324 0.4172469
## 372 2.7200532 39.4585961 0.3399293 2.5766526 9.3353026 0.1538116 0.1828853
## 382 0.5419064 40.0108597 0.4932512 4.8103868 3.9870818 0.1933368 0.4358466
## 392 3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 402 3.6364426 31.6573635 0.2600197 2.6805099 11.0084957 0.1774595 0.2137496
## 413 0.8613169 52.7294571 0.1165093 11.1672419 7.9075566 0.1466077 0.5075503
## 422 1.8733713 22.2761230 0.1592480 7.0221193 0.6303031 0.1263936 0.5634063
## 432 2.6042830 25.6173303 0.1022973 5.3535854 5.5744954 0.2864952 0.3670720
## 442 0.8255664 16.5661307 0.3958934 3.9789159 14.4379910 0.2326326 0.2474030
## 452 0.9473852 0.6303476 0.1347969 7.6455509 13.1533804 0.2848405 0.2160309
## 462 4.5675645 46.2920082 0.1985024 1.9174382 1.1956946 0.1329673 0.5257056
## 472 3.6381659 40.2739195 0.1512981 2.0938441 6.7183253 0.1462253 0.5113616
## 482 1.0486766 55.0235520 0.3874442 9.1358880 8.6015159 0.2966675 0.4809453
## 492 2.6525687 49.0037672 0.3993358 4.0271624 6.0136199 0.2570980 0.1521520
## 502 3.5589297 20.7278387 0.1706288 8.5466688 2.3576462 0.1615415 0.1148921
## 513 3.5229947 9.5197485 0.2260492 13.2187292 4.7838510 0.2170071 0.3075977
## 522 2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 532 1.6581783 19.4695260 0.2897544 5.8993027 7.0268625 0.2513289 0.4122089
## 542 3.0544630 53.5972723 0.4735517 4.6761533 7.1462961 0.2421450 0.3155980
## 552 2.9468827 3.4407768 0.2205239 11.8964781 7.4056357 0.2064748 0.2837541
## 562 3.8464696 59.6445699 0.3483615 1.5541750 12.5110936 0.2596490 0.3846142
## 572 1.4541869 36.8119819 0.3117595 6.9541057 3.5096273 0.2031437 0.5545916
## 582 2.4054220 50.3537853 0.3739636 8.3146811 10.1832744 0.1292354 0.1337266
## 592 1.9782809 56.7869025 0.4049545 5.2100562 11.6089032 0.1027685 0.2967178
## 602 2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 613 4.7037319 20.8604306 0.3544561 7.7378925 5.4111998 0.2195332 0.3728983
## 622 2.4462543 26.4719965 0.4602076 7.8474555 9.9640683 0.1403120 0.3384296
## 632 4.6038171 27.9017075 0.2948591 5.1657625 14.2584098 0.2813510 0.2924784
## 642 3.4838642 7.5289162 0.4867368 12.7845386 5.3133940 0.1128379 0.1347968
## 652 2.6138313 5.6710789 0.1625157 2.5374665 3.2755683 0.2793105 0.2388880
## 662 1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 672 4.5003882 58.5358617 0.2373027 11.0516171 2.5323886 0.1129073 0.2619864
## 682 3.3761700 56.9100958 0.4814648 7.3888419 7.4416669 0.2221474 0.2041596
## 692 1.2702782 20.0087998 0.2067265 4.1416842 2.0435042 0.2132318 0.5600166
## 702 1.9382026 31.6214702 0.2708043 12.8926551 9.5310539 0.2307229 0.1723591
## 713 2.8195397 8.3144525 0.4533346 7.2494003 4.2948497 0.2712799 0.3725355
## 722 4.3817363 12.0559388 0.3629828 2.2430758 11.5145717 0.1115880 0.5820187
## 732 1.8036078 47.4391969 0.1121936 0.7015457 6.6105202 0.1628452 0.1970549
## 742 0.5021390 11.5361314 0.1240624 4.9070551 14.6728340 0.1232969 0.4378279
## 752 3.9286151 42.1595523 0.1312714 3.3855533 9.0417738 0.2204950 0.3010002
## 762 1.3198374 33.1850005 0.2190696 5.5082291 5.3845395 0.2495562 0.4829507
## 772 0.7348149 13.6983445 0.1682003 6.1653827 10.7362826 0.1801967 0.5547271
## 782 2.1402238 46.8237646 0.1361347 4.4256918 2.7525795 0.1677908 0.4775527
## 792 3.4394860 51.9380326 0.4345161 11.4457054 6.8780050 0.2241162 0.2052367
## 802 1.7671610 6.6807029 0.2777570 5.4252153 0.6640881 0.1633284 0.3612511
## 813 2.1909778 44.4799542 0.3247861 7.1857639 4.5200916 0.1371367 0.3878561
## 822 4.0588411 38.5109186 0.1124772 3.8984715 4.7403682 0.1814567 0.1058140
## 832 0.5618903 45.0884058 0.1632765 7.9111559 1.4240165 0.2127865 0.1284917
## 842 3.9957896 18.1723835 0.3485816 0.5525294 6.9379592 0.1307964 0.3259286
## 852 1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 862 1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 872 3.8669694 56.2992036 0.3694495 10.9060400 7.0874902 0.1602058 0.2921501
## 882 3.7508927 8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 892 4.7515440 17.0405505 0.3755550 10.0112887 5.7827586 0.2041247 0.4988047
## 902 1.6111057 49.5633522 0.1777959 0.8392787 3.7395385 0.1570988 0.5364438
## 913 4.8560606 27.2435453 0.2505366 4.3553460 6.0327268 0.1504867 0.4596559
## 922 2.2015578 12.1427132 0.1906229 8.9302178 1.3288947 0.1983037 0.3696163
## 932 0.7672482 43.7655489 0.4351246 1.2221297 4.0827214 0.1310778 0.1543108
## 942 4.1247243 5.1104851 0.3217916 14.1204003 8.4472290 0.1644749 0.2477216
## 952 1.6748103 2.4103391 0.4151184 5.0593706 6.1235932 0.2395761 0.1429691
## 962 3.6671442 34.9177797 0.1403224 8.3589353 7.2720624 0.2991330 0.2324850
## 972 3.7479864 42.7795663 0.4393579 11.6198664 5.8161344 0.2232496 0.1901390
## 982 0.6819139 36.5533887 0.4097231 2.9463656 14.3004274 0.2919805 0.2633689
## 992 2.0693061 6.5686796 0.2692404 12.3948232 4.5566271 0.1714512 0.1245808
## 1002 2.9651592 14.6037972 0.2179415 13.6775044 3.6078740 0.2558893 0.5479919
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 1 0.8753956 1.711704 0.1848190 0.6374017 0.6339056 1 8506 -2.294627e-01
## 2 0.6455672 1.515586 1.1269169 1.3328733 1.9187455 2 5897 3.795423e-01
## 3 0.3711340 1.836492 1.4726866 1.7228532 0.3591769 3 3494 3.059177e-01
## 4 0.4213273 1.805660 0.6325021 0.2313612 1.6994740 4 9053 3.977137e-01
## 5 0.6470131 1.488391 1.2440302 1.2655707 1.4225798 5 7285 4.402056e-01
## 6 0.9199005 1.144617 1.5290578 0.4528317 0.2886629 6 6942 2.326894e-01
## 7 0.1815132 1.571005 0.5780597 0.4618857 1.1688740 7 706 4.128507e-01
## 8 0.4734452 1.192401 1.3449995 0.9957604 1.2516301 8 5004 3.836572e-01
## 9 0.2248604 1.663657 0.8325073 1.0204074 1.7589968 9 5934 5.027405e-01
## 10 0.7963999 1.845417 0.2956789 0.5029579 1.7267453 10 4411 3.670256e-01
## 11 0.8970961 1.033028 1.0245331 1.7907642 0.4930361 11 1752 -4.012845e-02
## 12 0.5805299 1.200396 1.3169421 1.5392958 0.1081343 12 7824 3.257805e-01
## 13 0.9854594 1.403624 1.7532142 1.0680337 1.0780295 13 9919 2.560336e-01
## 14 0.1226191 1.653936 1.6036616 1.9199043 1.0262472 14 1795 6.005197e-01
## 15 0.2529330 1.159871 1.2694891 1.2253678 0.3437766 15 1080 4.842813e-01
## 16 0.1100558 1.992709 0.4747644 0.2698218 1.4085338 16 6625 3.870137e-01
## 17 0.5544086 1.422532 1.6503057 0.5528959 1.4647654 17 2249 3.307300e-01
## 18 0.8181055 1.883137 0.7566292 0.7159607 0.1955128 18 4200 2.538726e-01
## 19 0.3997139 1.546172 0.7704138 0.9012038 0.5794276 19 6505 4.137374e-01
## 20 0.7865595 1.261572 0.3719612 0.2090016 0.9000129 20 2391 3.246764e-01
## 21 0.6080791 1.793820 0.2648830 0.1206472 1.0768259 21 6841 -1.194806e-02
## 22 0.2832483 1.922145 1.5145468 1.9285252 0.3872417 22 737 3.895578e-01
## 23 0.5513105 1.289288 0.3846172 0.6237507 1.8622866 23 5580 2.613945e-01
## 24 0.8117295 1.808165 0.1035483 0.8834563 0.9352696 24 8552 3.044421e-01
## 25 0.5352164 1.170351 1.9969507 1.3104795 1.2714553 25 3804 -1.219402e-01
## 26 0.3376457 1.004376 0.9919196 0.5236577 0.2409301 26 5508 4.323844e-01
## 27 0.4612774 1.603952 1.4852232 0.4827150 0.6213998 27 177 4.306799e-01
## 28 0.5408733 1.897104 1.5652902 1.8133974 0.9669966 28 5803 2.526640e-01
## 29 0.1895593 1.980162 0.6505244 1.4181253 1.7487341 29 3038 3.526392e-01
## 30 0.4739964 1.234347 1.4601860 1.4996198 1.0501203 30 4342 3.338547e-01
## 31 0.6169484 1.306215 1.6664309 1.9888236 0.5311252 31 6044 3.335751e-01
## 32 0.1309341 1.049735 0.5414309 1.1421273 1.3505493 32 3214 4.703394e-01
## 33 0.9773088 1.643913 0.2242407 1.8962078 0.4193384 33 4580 1.281467e-01
## 34 0.8368970 1.689157 1.2307975 1.3148514 0.8695490 34 7224 -6.666818e-02
## 35 0.2496649 1.901384 0.1972994 0.9011711 0.8835245 35 8708 6.119114e-02
## 36 0.4893251 1.506893 0.2734149 0.5577553 1.3184099 36 4055 -2.718619e-01
## 37 0.7273503 1.940187 1.3986779 0.9789022 1.6476437 37 1217 3.983769e-01
## 38 0.7527791 1.293470 1.3719653 1.5856779 1.4452609 38 3237 -1.179438e-01
## 39 0.3803811 1.148325 0.5343755 1.9393245 0.9061472 39 3532 4.020979e-01
## 40 0.3096066 1.267646 0.4268627 0.2730577 1.7451620 40 3356 3.951939e-01
## 41 0.3312359 1.390909 1.3905736 0.1711928 1.7782499 41 9459 1.955247e-01
## 42 0.2832660 1.411360 1.7240456 0.1822107 0.6668929 42 8064 5.179511e-01
## 43 0.3553713 1.573322 1.5593718 1.1877182 1.1004340 43 893 4.652187e-01
## 44 0.7116275 1.247410 0.6050156 0.4716875 0.8076044 44 6764 8.910992e-03
## 45 0.6910346 1.524622 0.6190984 1.5612780 0.6456967 45 7204 2.950111e-01
## 46 0.9130622 1.437804 1.4441157 0.9663347 1.9945348 46 5054 4.451639e-01
## 47 0.2150016 1.863809 0.9337972 1.7201381 1.9653277 47 4037 8.866979e-02
## 48 0.3253652 1.115439 1.9942304 0.5926981 0.9911967 48 8866 3.468418e-01
## 49 0.1534011 1.542591 0.9496527 0.3865867 1.2116997 49 7735 3.685739e-01
## 50 0.8598068 1.194934 1.6172569 0.3054211 0.7789004 50 3669 2.388861e-01
## 51 0.3697627 1.234456 0.9216642 1.7717416 0.9491127 51 1254 4.010946e-01
## 52 0.5798978 1.588572 1.1998841 0.8837116 0.3068198 52 2533 3.013706e-01
## 53 0.1079490 1.948763 0.2863847 1.4336734 0.1687229 53 7914 5.210870e-01
## 54 0.1658471 1.469289 1.7356937 1.0830052 0.1159426 54 7408 4.156605e-01
## 55 0.9360644 1.866700 1.7881573 1.8449389 0.7192573 55 5946 2.656752e-01
## 56 0.5580406 1.770683 1.1353978 0.9354532 0.7728172 56 4077 4.377715e-01
## 57 0.1456512 1.353085 0.9836987 1.1054259 1.9351773 57 5176 5.173792e-01
## 58 0.9528590 1.331282 1.5669641 1.1263939 1.8224229 58 9869 1.246359e-01
## 59 0.3977385 1.796677 0.1345125 0.7026631 1.3480638 59 8281 4.270798e-01
## 60 0.9012121 1.165378 1.8071785 1.2138437 0.7606092 60 9681 1.814227e-01
## 61 0.7652695 1.275884 1.1537408 0.8412759 0.5471447 61 578 3.265672e-01
## 62 0.2869314 1.206628 0.6879964 1.4109034 1.5394844 62 3052 4.314784e-01
## 63 0.8869237 1.015035 1.2086488 0.4180534 1.9218851 63 8024 3.445667e-01
## 64 0.4070213 1.986351 0.7231657 1.5922106 1.8356137 64 3312 3.979366e-01
## 65 0.4814200 1.401737 0.7802282 1.8985827 1.5735229 65 3003 4.899493e-01
## 66 0.9900806 1.456124 1.1610083 0.3437685 0.7431269 66 9125 -8.884560e-02
## 67 0.5978626 1.303494 1.5896562 1.8896557 1.7003846 67 2552 2.367606e-01
## 68 0.5174098 1.631390 0.6274619 0.1944079 0.2168547 68 9167 3.003746e-01
## 69 0.4260243 1.373501 0.3228994 1.6444722 1.3932900 69 2594 3.598773e-01
## 70 0.3027831 1.824512 0.9094635 0.2217183 1.2393257 70 1106 4.429912e-01
## 71 0.9388280 1.082722 0.8931955 0.2246538 1.8759478 71 2939 2.994889e-01
## 72 0.3516390 1.740166 0.2441062 1.8328146 1.3602947 72 995 1.912136e-01
## 73 0.5610837 1.227570 1.2984805 1.3932931 1.5558770 73 2721 4.837098e-01
## 74 0.4595834 1.157634 1.6286380 0.3599406 0.6872486 74 9387 -5.515708e-01
## 75 0.1592089 1.215439 1.9352173 0.7657488 0.5428330 75 9688 3.519572e-01
## 76 0.4111238 1.018561 0.8485674 0.5751015 0.8690104 76 415 3.180632e-01
## 77 0.6491635 1.080055 1.7079750 1.3464609 1.3738110 77 6026 -1.064360e-01
## 78 0.9627291 1.234905 0.8718315 0.8435343 1.5137707 78 1205 3.386488e-01
## 79 0.3311302 1.323297 1.9117229 1.5302799 1.6709768 79 2200 3.370354e-01
## 80 0.7335131 1.341886 1.0858487 0.7777550 1.1440309 80 3283 3.987588e-01
## 81 0.5005505 1.969861 0.6132443 0.3808846 1.0982441 81 948 4.446570e-01
## 82 0.7569778 1.575607 1.6372074 1.1495433 1.2199420 82 465 2.452480e-01
## 83 0.9439019 1.620943 0.1603868 0.6870437 1.9083232 83 5676 -3.321714e-02
## 84 0.3929147 1.873401 1.9003127 0.1380209 1.8668526 84 3931 3.952870e-01
## 85 0.7780805 1.003883 0.5585226 0.9286186 0.8398819 85 82 9.565883e-02
## 86 0.2121129 1.812964 0.1934825 1.6667820 1.1793951 86 7402 4.432306e-01
## 87 0.4968740 1.179781 0.4033399 1.1639206 0.6033722 87 5014 2.629721e-01
## 88 0.5648352 1.734536 0.9721822 0.4014307 1.6764221 88 9787 2.946466e-01
## 89 0.7819786 1.053780 0.2156483 0.8375900 0.3336302 89 4103 2.984882e-01
## 90 0.6805852 1.456320 0.4474065 1.1640756 1.5936670 90 5239 3.206002e-01
## 91 0.1743927 1.179771 1.0520151 1.2447777 1.7686111 91 1007 3.375106e-01
## 92 0.8477374 1.836214 1.8768113 1.4908241 1.7728976 92 1005 4.380325e-01
## 93 0.4414554 1.525440 1.8426234 1.2018530 1.6078887 93 3105 2.613442e-01
## 94 0.1421548 1.851646 0.5612258 0.6645525 0.7004942 94 7217 4.234889e-01
## 95 0.3939743 1.103646 1.7692819 0.4378215 1.7109384 95 6123 3.155375e-01
## 96 0.6962178 1.065113 1.0979954 1.4449212 1.1202716 96 8423 3.366598e-01
## 97 0.2442878 1.319471 0.9794036 1.7373237 1.5744225 97 4933 3.189130e-01
## 98 0.5272683 1.892592 0.6080738 1.2911031 1.8928582 98 7250 2.613000e-01
## 99 0.2365460 1.585737 1.6727967 1.3640529 0.1090854 99 4523 5.644380e-01
## 100 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100 9099 4.993726e-01
## 110 0.8753956 1.711704 0.1848190 0.6374017 0.6339056 1 8506 -2.360395e-01
## 210 0.6455672 1.515586 1.1269169 1.3328733 1.9187455 2 5897 3.887868e-01
## 310 0.3711340 1.836492 1.4726866 1.7228532 0.3591769 3 3494 3.906302e-01
## 410 0.4213273 1.805660 0.6325021 0.2313612 1.6994740 4 9053 3.026346e-01
## 510 0.6470131 1.488391 1.2440302 1.2655707 1.4225798 5 7285 5.027318e-01
## 610 0.9199005 1.144617 1.5290578 0.4528317 0.2886629 6 6942 3.115251e-01
## 710 0.1815132 1.571005 0.5780597 0.4618857 1.1688740 7 706 4.819428e-01
## 810 0.4734452 1.192401 1.3449995 0.9957604 1.2516301 8 5004 3.490479e-01
## 910 0.2248604 1.663657 0.8325073 1.0204074 1.7589968 9 5934 5.435193e-01
## 101 0.7963999 1.845417 0.2956789 0.5029579 1.7267453 10 4411 2.476993e-01
## 111 0.8970961 1.033028 1.0245331 1.7907642 0.4930361 11 1752 -2.032427e-02
## 121 0.5805299 1.200396 1.3169421 1.5392958 0.1081343 12 7824 4.164035e-01
## 131 0.9854594 1.403624 1.7532142 1.0680337 1.0780295 13 9919 2.012254e-01
## 141 0.1226191 1.653936 1.6036616 1.9199043 1.0262472 14 1795 6.456079e-01
## 151 0.2529330 1.159871 1.2694891 1.2253678 0.3437766 15 1080 4.805966e-01
## 161 0.1100558 1.992709 0.4747644 0.2698218 1.4085338 16 6625 4.427414e-01
## 171 0.5544086 1.422532 1.6503057 0.5528959 1.4647654 17 2249 2.258761e-01
## 181 0.8181055 1.883137 0.7566292 0.7159607 0.1955128 18 4200 3.063614e-01
## 191 0.3997139 1.546172 0.7704138 0.9012038 0.5794276 19 6505 4.184295e-01
## 201 0.7865595 1.261572 0.3719612 0.2090016 0.9000129 20 2391 3.297727e-01
## 211 0.6080791 1.793820 0.2648830 0.1206472 1.0768259 21 6841 -9.222595e-02
## 221 0.2832483 1.922145 1.5145468 1.9285252 0.3872417 22 737 4.437850e-01
## 231 0.5513105 1.289288 0.3846172 0.6237507 1.8622866 23 5580 1.488130e-01
## 241 0.8117295 1.808165 0.1035483 0.8834563 0.9352696 24 8552 3.075113e-01
## 251 0.5352164 1.170351 1.9969507 1.3104795 1.2714553 25 3804 -8.733767e-02
## 261 0.3376457 1.004376 0.9919196 0.5236577 0.2409301 26 5508 5.187201e-01
## 271 0.4612774 1.603952 1.4852232 0.4827150 0.6213998 27 177 4.754411e-01
## 281 0.5408733 1.897104 1.5652902 1.8133974 0.9669966 28 5803 1.866619e-01
## 291 0.1895593 1.980162 0.6505244 1.4181253 1.7487341 29 3038 4.327859e-01
## 301 0.4739964 1.234347 1.4601860 1.4996198 1.0501203 30 4342 3.200450e-01
## 311 0.6169484 1.306215 1.6664309 1.9888236 0.5311252 31 6044 3.154459e-01
## 321 0.1309341 1.049735 0.5414309 1.1421273 1.3505493 32 3214 5.258380e-01
## 331 0.9773088 1.643913 0.2242407 1.8962078 0.4193384 33 4580 2.986666e-02
## 341 0.8368970 1.689157 1.2307975 1.3148514 0.8695490 34 7224 -1.249512e-01
## 351 0.2496649 1.901384 0.1972994 0.9011711 0.8835245 35 8708 -4.525533e-01
## 361 0.4893251 1.506893 0.2734149 0.5577553 1.3184099 36 4055 -3.163807e-01
## 371 0.7273503 1.940187 1.3986779 0.9789022 1.6476437 37 1217 4.482730e-01
## 381 0.7527791 1.293470 1.3719653 1.5856779 1.4452609 38 3237 -6.874043e-02
## 391 0.3803811 1.148325 0.5343755 1.9393245 0.9061472 39 3532 4.071696e-01
## 401 0.3096066 1.267646 0.4268627 0.2730577 1.7451620 40 3356 4.050347e-01
## 411 0.3312359 1.390909 1.3905736 0.1711928 1.7782499 41 9459 5.665171e-02
## 421 0.2832660 1.411360 1.7240456 0.1822107 0.6668929 42 8064 5.630165e-01
## 431 0.3553713 1.573322 1.5593718 1.1877182 1.1004340 43 893 5.032641e-01
## 441 0.7116275 1.247410 0.6050156 0.4716875 0.8076044 44 6764 1.677697e-02
## 451 0.6910346 1.524622 0.6190984 1.5612780 0.6456967 45 7204 3.421338e-01
## 461 0.9130622 1.437804 1.4441157 0.9663347 1.9945348 46 5054 4.817050e-01
## 471 0.2150016 1.863809 0.9337972 1.7201381 1.9653277 47 4037 3.913082e-02
## 481 0.3253652 1.115439 1.9942304 0.5926981 0.9911967 48 8866 2.767873e-01
## 491 0.1534011 1.542591 0.9496527 0.3865867 1.2116997 49 7735 4.407823e-01
## 501 0.8598068 1.194934 1.6172569 0.3054211 0.7789004 50 3669 2.838413e-01
## 511 0.3697627 1.234456 0.9216642 1.7717416 0.9491127 51 1254 4.318333e-01
## 521 0.5798978 1.588572 1.1998841 0.8837116 0.3068198 52 2533 2.262604e-01
## 531 0.1079490 1.948763 0.2863847 1.4336734 0.1687229 53 7914 5.487249e-01
## 541 0.1658471 1.469289 1.7356937 1.0830052 0.1159426 54 7408 4.751854e-01
## 551 0.9360644 1.866700 1.7881573 1.8449389 0.7192573 55 5946 1.537909e-01
## 561 0.5580406 1.770683 1.1353978 0.9354532 0.7728172 56 4077 3.160733e-01
## 571 0.1456512 1.353085 0.9836987 1.1054259 1.9351773 57 5176 5.245490e-01
## 581 0.9528590 1.331282 1.5669641 1.1263939 1.8224229 58 9869 2.568762e-02
## 591 0.3977385 1.796677 0.1345125 0.7026631 1.3480638 59 8281 4.427913e-01
## 601 0.9012121 1.165378 1.8071785 1.2138437 0.7606092 60 9681 1.422361e-01
## 611 0.7652695 1.275884 1.1537408 0.8412759 0.5471447 61 578 3.614087e-01
## 621 0.2869314 1.206628 0.6879964 1.4109034 1.5394844 62 3052 4.587668e-01
## 631 0.8869237 1.015035 1.2086488 0.4180534 1.9218851 63 8024 3.642559e-01
## 641 0.4070213 1.986351 0.7231657 1.5922106 1.8356137 64 3312 4.524232e-01
## 651 0.4814200 1.401737 0.7802282 1.8985827 1.5735229 65 3003 5.188819e-01
## 661 0.9900806 1.456124 1.1610083 0.3437685 0.7431269 66 9125 -1.112889e-01
## 671 0.5978626 1.303494 1.5896562 1.8896557 1.7003846 67 2552 3.225574e-01
## 681 0.5174098 1.631390 0.6274619 0.1944079 0.2168547 68 9167 3.634796e-01
## 691 0.4260243 1.373501 0.3228994 1.6444722 1.3932900 69 2594 3.249697e-01
## 701 0.3027831 1.824512 0.9094635 0.2217183 1.2393257 70 1106 4.612601e-01
## 711 0.9388280 1.082722 0.8931955 0.2246538 1.8759478 71 2939 2.706167e-01
## 721 0.3516390 1.740166 0.2441062 1.8328146 1.3602947 72 995 1.816192e-01
## 731 0.5610837 1.227570 1.2984805 1.3932931 1.5558770 73 2721 5.108528e-01
## 741 0.4595834 1.157634 1.6286380 0.3599406 0.6872486 74 9387 -4.647286e-01
## 751 0.1592089 1.215439 1.9352173 0.7657488 0.5428330 75 9688 3.935233e-01
## 761 0.4111238 1.018561 0.8485674 0.5751015 0.8690104 76 415 2.667899e-01
## 771 0.6491635 1.080055 1.7079750 1.3464609 1.3738110 77 6026 -6.258886e-02
## 781 0.9627291 1.234905 0.8718315 0.8435343 1.5137707 78 1205 3.167353e-01
## 791 0.3311302 1.323297 1.9117229 1.5302799 1.6709768 79 2200 3.970498e-01
## 801 0.7335131 1.341886 1.0858487 0.7777550 1.1440309 80 3283 4.021287e-01
## 811 0.5005505 1.969861 0.6132443 0.3808846 1.0982441 81 948 4.822369e-01
## 821 0.7569778 1.575607 1.6372074 1.1495433 1.2199420 82 465 3.326964e-01
## 831 0.9439019 1.620943 0.1603868 0.6870437 1.9083232 83 5676 -3.066321e-02
## 841 0.3929147 1.873401 1.9003127 0.1380209 1.8668526 84 3931 4.604192e-01
## 851 0.7780805 1.003883 0.5585226 0.9286186 0.8398819 85 82 1.054810e-01
## 861 0.2121129 1.812964 0.1934825 1.6667820 1.1793951 86 7402 3.593553e-01
## 871 0.4968740 1.179781 0.4033399 1.1639206 0.6033722 87 5014 3.364836e-01
## 881 0.5648352 1.734536 0.9721822 0.4014307 1.6764221 88 9787 2.024076e-01
## 891 0.7819786 1.053780 0.2156483 0.8375900 0.3336302 89 4103 3.146888e-01
## 901 0.6805852 1.456320 0.4474065 1.1640756 1.5936670 90 5239 3.430954e-01
## 911 0.1743927 1.179771 1.0520151 1.2447777 1.7686111 91 1007 4.167083e-01
## 921 0.8477374 1.836214 1.8768113 1.4908241 1.7728976 92 1005 3.998084e-01
## 931 0.4414554 1.525440 1.8426234 1.2018530 1.6078887 93 3105 2.089983e-01
## 941 0.1421548 1.851646 0.5612258 0.6645525 0.7004942 94 7217 5.122602e-01
## 951 0.3939743 1.103646 1.7692819 0.4378215 1.7109384 95 6123 3.131041e-01
## 961 0.6962178 1.065113 1.0979954 1.4449212 1.1202716 96 8423 3.596668e-01
## 971 0.2442878 1.319471 0.9794036 1.7373237 1.5744225 97 4933 3.846339e-01
## 981 0.5272683 1.892592 0.6080738 1.2911031 1.8928582 98 7250 1.837782e-01
## 991 0.2365460 1.585737 1.6727967 1.3640529 0.1090854 99 4523 5.772902e-01
## 1001 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100 9099 5.510726e-01
## 112 0.8753956 1.711704 0.1848190 0.6374017 0.6339056 1 8506 -5.881022e-01
## 212 0.6455672 1.515586 1.1269169 1.3328733 1.9187455 2 5897 2.495748e-01
## 312 0.3711340 1.836492 1.4726866 1.7228532 0.3591769 3 3494 3.586927e-01
## 412 0.4213273 1.805660 0.6325021 0.2313612 1.6994740 4 9053 -3.988469e-02
## 512 0.6470131 1.488391 1.2440302 1.2655707 1.4225798 5 7285 4.168719e-01
## 612 0.9199005 1.144617 1.5290578 0.4528317 0.2886629 6 6942 2.195616e-01
## 712 0.1815132 1.571005 0.5780597 0.4618857 1.1688740 7 706 4.422807e-01
## 812 0.4734452 1.192401 1.3449995 0.9957604 1.2516301 8 5004 1.282617e-01
## 912 0.2248604 1.663657 0.8325073 1.0204074 1.7589968 9 5934 4.548535e-01
## 102 0.7963999 1.845417 0.2956789 0.5029579 1.7267453 10 4411 1.119906e-01
## 113 0.8970961 1.033028 1.0245331 1.7907642 0.4930361 11 1752 -1.348646e-01
## 122 0.5805299 1.200396 1.3169421 1.5392958 0.1081343 12 7824 3.291196e-01
## 132 0.9854594 1.403624 1.7532142 1.0680337 1.0780295 13 9919 -2.939504e-02
## 142 0.1226191 1.653936 1.6036616 1.9199043 1.0262472 14 1795 6.088030e-01
## 152 0.2529330 1.159871 1.2694891 1.2253678 0.3437766 15 1080 2.794524e-01
## 162 0.1100558 1.992709 0.4747644 0.2698218 1.4085338 16 6625 4.465074e-01
## 172 0.5544086 1.422532 1.6503057 0.5528959 1.4647654 17 2249 -1.577075e-02
## 182 0.8181055 1.883137 0.7566292 0.7159607 0.1955128 18 4200 2.051046e-01
## 192 0.3997139 1.546172 0.7704138 0.9012038 0.5794276 19 6505 1.715143e-01
## 202 0.7865595 1.261572 0.3719612 0.2090016 0.9000129 20 2391 1.283155e-01
## 213 0.6080791 1.793820 0.2648830 0.1206472 1.0768259 21 6841 -2.220856e-01
## 222 0.2832483 1.922145 1.5145468 1.9285252 0.3872417 22 737 4.417209e-01
## 232 0.5513105 1.289288 0.3846172 0.6237507 1.8622866 23 5580 2.299819e-05
## 242 0.8117295 1.808165 0.1035483 0.8834563 0.9352696 24 8552 6.407307e-03
## 252 0.5352164 1.170351 1.9969507 1.3104795 1.2714553 25 3804 -8.646476e-02
## 262 0.3376457 1.004376 0.9919196 0.5236577 0.2409301 26 5508 4.903370e-01
## 272 0.4612774 1.603952 1.4852232 0.4827150 0.6213998 27 177 3.437198e-01
## 282 0.5408733 1.897104 1.5652902 1.8133974 0.9669966 28 5803 2.383102e-01
## 292 0.1895593 1.980162 0.6505244 1.4181253 1.7487341 29 3038 4.243199e-01
## 302 0.4739964 1.234347 1.4601860 1.4996198 1.0501203 30 4342 1.031283e-01
## 313 0.6169484 1.306215 1.6664309 1.9888236 0.5311252 31 6044 9.386790e-02
## 322 0.1309341 1.049735 0.5414309 1.1421273 1.3505493 32 3214 4.872742e-01
## 332 0.9773088 1.643913 0.2242407 1.8962078 0.4193384 33 4580 -2.475643e-01
## 342 0.8368970 1.689157 1.2307975 1.3148514 0.8695490 34 7224 -3.136731e-01
## 352 0.2496649 1.901384 0.1972994 0.9011711 0.8835245 35 8708 2.654407e-01
## 362 0.4893251 1.506893 0.2734149 0.5577553 1.3184099 36 4055 -3.879141e-01
## 372 0.7273503 1.940187 1.3986779 0.9789022 1.6476437 37 1217 3.467254e-01
## 382 0.7527791 1.293470 1.3719653 1.5856779 1.4452609 38 3237 -1.113314e-01
## 392 0.3803811 1.148325 0.5343755 1.9393245 0.9061472 39 3532 2.725143e-01
## 402 0.3096066 1.267646 0.4268627 0.2730577 1.7451620 40 3356 3.770626e-01
## 413 0.3312359 1.390909 1.3905736 0.1711928 1.7782499 41 9459 -1.926418e-01
## 422 0.2832660 1.411360 1.7240456 0.1822107 0.6668929 42 8064 5.103232e-01
## 432 0.3553713 1.573322 1.5593718 1.1877182 1.1004340 43 893 4.382072e-01
## 442 0.7116275 1.247410 0.6050156 0.4716875 0.8076044 44 6764 -1.047826e-02
## 452 0.6910346 1.524622 0.6190984 1.5612780 0.6456967 45 7204 2.472628e-01
## 462 0.9130622 1.437804 1.4441157 0.9663347 1.9945348 46 5054 5.310781e-01
## 472 0.2150016 1.863809 0.9337972 1.7201381 1.9653277 47 4037 4.214357e-01
## 482 0.3253652 1.115439 1.9942304 0.5926981 0.9911967 48 8866 1.536134e-01
## 492 0.1534011 1.542591 0.9496527 0.3865867 1.2116997 49 7735 4.266182e-01
## 502 0.8598068 1.194934 1.6172569 0.3054211 0.7789004 50 3669 5.674774e-02
## 513 0.3697627 1.234456 0.9216642 1.7717416 0.9491127 51 1254 2.668053e-01
## 522 0.5798978 1.588572 1.1998841 0.8837116 0.3068198 52 2533 2.562203e-02
## 532 0.1079490 1.948763 0.2863847 1.4336734 0.1687229 53 7914 5.343427e-01
## 542 0.1658471 1.469289 1.7356937 1.0830052 0.1159426 54 7408 4.609977e-01
## 552 0.9360644 1.866700 1.7881573 1.8449389 0.7192573 55 5946 -8.708737e-02
## 562 0.5580406 1.770683 1.1353978 0.9354532 0.7728172 56 4077 4.563686e-01
## 572 0.1456512 1.353085 0.9836987 1.1054259 1.9351773 57 5176 4.778405e-01
## 582 0.9528590 1.331282 1.5669641 1.1263939 1.8224229 58 9869 -2.773163e-01
## 592 0.3977385 1.796677 0.1345125 0.7026631 1.3480638 59 8281 2.239012e-01
## 602 0.9012121 1.165378 1.8071785 1.2138437 0.7606092 60 9681 7.640956e-02
## 613 0.7652695 1.275884 1.1537408 0.8412759 0.5471447 61 578 2.702531e-01
## 622 0.2869314 1.206628 0.6879964 1.4109034 1.5394844 62 3052 2.187595e-01
## 632 0.8869237 1.015035 1.2086488 0.4180534 1.9218851 63 8024 2.914631e-01
## 642 0.4070213 1.986351 0.7231657 1.5922106 1.8356137 64 3312 3.386783e-01
## 652 0.4814200 1.401737 0.7802282 1.8985827 1.5735229 65 3003 3.828544e-01
## 662 0.9900806 1.456124 1.1610083 0.3437685 0.7431269 66 9125 -2.116826e-01
## 672 0.5978626 1.303494 1.5896562 1.8896557 1.7003846 67 2552 2.574446e-01
## 682 0.5174098 1.631390 0.6274619 0.1944079 0.2168547 68 9167 3.065013e-01
## 692 0.4260243 1.373501 0.3228994 1.6444722 1.3932900 69 2594 5.516281e-02
## 702 0.3027831 1.824512 0.9094635 0.2217183 1.2393257 70 1106 2.740500e-01
## 713 0.9388280 1.082722 0.8931955 0.2246538 1.8759478 71 2939 1.066786e-01
## 722 0.3516390 1.740166 0.2441062 1.8328146 1.3602947 72 995 5.251765e-01
## 732 0.5610837 1.227570 1.2984805 1.3932931 1.5558770 73 2721 4.316926e-01
## 742 0.4595834 1.157634 1.6286380 0.3599406 0.6872486 74 9387 -4.922326e-01
## 752 0.1592089 1.215439 1.9352173 0.7657488 0.5428330 75 9688 4.206748e-01
## 762 0.4111238 1.018561 0.8485674 0.5751015 0.8690104 76 415 6.205608e-02
## 772 0.6491635 1.080055 1.7079750 1.3464609 1.3738110 77 6026 -1.221849e-01
## 782 0.9627291 1.234905 0.8718315 0.8435343 1.5137707 78 1205 8.119246e-03
## 792 0.3311302 1.323297 1.9117229 1.5302799 1.6709768 79 2200 3.450733e-01
## 802 0.7335131 1.341886 1.0858487 0.7777550 1.1440309 80 3283 5.059832e-03
## 813 0.5005505 1.969861 0.6132443 0.3808846 1.0982441 81 948 3.083353e-01
## 822 0.7569778 1.575607 1.6372074 1.1495433 1.2199420 82 465 2.917345e-01
## 832 0.9439019 1.620943 0.1603868 0.6870437 1.9083232 83 5676 -4.689768e-02
## 842 0.3929147 1.873401 1.9003127 0.1380209 1.8668526 84 3931 5.519053e-01
## 852 0.7780805 1.003883 0.5585226 0.9286186 0.8398819 85 82 7.488343e-02
## 862 0.2121129 1.812964 0.1934825 1.6667820 1.1793951 86 7402 1.577526e-01
## 872 0.4968740 1.179781 0.4033399 1.1639206 0.6033722 87 5014 2.271465e-01
## 882 0.5648352 1.734536 0.9721822 0.4014307 1.6764221 88 9787 -9.875002e-02
## 892 0.7819786 1.053780 0.2156483 0.8375900 0.3336302 89 4103 1.765731e-01
## 902 0.6805852 1.456320 0.4474065 1.1640756 1.5936670 90 5239 2.914256e-01
## 913 0.1743927 1.179771 1.0520151 1.2447777 1.7686111 91 1007 4.036972e-01
## 922 0.8477374 1.836214 1.8768113 1.4908241 1.7728976 92 1005 4.314163e-02
## 932 0.4414554 1.525440 1.8426234 1.2018530 1.6078887 93 3105 -1.714562e-01
## 942 0.1421548 1.851646 0.5612258 0.6645525 0.7004942 94 7217 5.067082e-01
## 952 0.3939743 1.103646 1.7692819 0.4378215 1.7109384 95 6123 7.780430e-02
## 962 0.6962178 1.065113 1.0979954 1.4449212 1.1202716 96 8423 2.483866e-01
## 972 0.2442878 1.319471 0.9794036 1.7373237 1.5744225 97 4933 3.602274e-01
## 982 0.5272683 1.892592 0.6080738 1.2911031 1.8928582 98 7250 1.173543e-01
## 992 0.2365460 1.585737 1.6727967 1.3640529 0.1090854 99 4523 3.489278e-01
## 1002 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100 9099 5.391697e-01
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 1 -1.591460147 0.45866129 -19.891355 -54.60976 -0.2978293 -2.05317320
## 2 0.367221752 0.40833782 -20.917246 -61.99614 -0.3615841 -0.76196563
## 3 0.134750709 0.32962984 -27.197598 -116.99624 -0.3717360 -1.24754901
## 4 0.242858205 0.64705874 -25.167931 -94.03140 -0.4358872 -0.82063362
## 5 0.340559560 0.63951697 -20.098579 -56.43833 -0.3066027 -1.30926344
## 6 0.235539494 0.25692174 -13.242362 -28.18157 -0.1999479 -0.51543974
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## 142 0.452721124 0.69256313 -27.422275 -119.48776 -0.4094241 -0.75150411
## 152 -0.224718486 0.56573187 -17.166265 -41.49364 -0.3234870 -0.93754387
## 162 0.091063969 0.45834403 -30.057705 -161.17831 -0.4178443 -2.63396031
## 172 -0.766668472 0.20096199 -18.151452 -48.26024 -0.3923167 -0.84435391
## 182 0.181969921 0.29689041 -20.721960 -62.52032 -0.3947328 -0.55878042
## 192 -0.244127618 0.37497312 -21.299292 -64.33910 -0.4214847 -0.81913813
## 202 -0.588815828 0.33215375 -13.393710 -29.40074 -0.2948821 -0.91120100
## 213 -2.117478627 0.04775686 -22.068308 -70.36578 -0.4984340 -1.39831569
## 222 0.310194784 0.39640358 -27.389536 -119.90514 -0.3761020 -0.47928807
## 232 -1.256636983 0.25019819 -16.195759 -39.45972 -0.3562979 -1.09914025
## 242 -0.693465886 0.30411585 -19.222531 -52.93676 -0.3987948 -1.34707762
## 252 -1.948211612 0.22369559 -14.495814 -32.28099 -0.2874854 -1.85577290
## 262 0.407977048 0.56379021 -11.924790 -22.39539 -0.1550846 -1.37761508
## 272 0.299895519 0.38102532 -21.217222 -63.61700 -0.3591755 -0.16068722
## 282 -0.180056768 0.62479117 -21.659119 -65.57474 -0.2010179 -1.97625684
## 292 0.160751607 0.41817787 -29.246468 -147.37284 -0.4262106 -1.25849201
## 302 -0.360256106 0.28730110 -16.682750 -41.97039 -0.3256258 -0.67720260
## 313 -0.382409690 0.28332140 -15.708560 -37.78710 -0.3137531 -0.64810017
## 322 0.327361645 0.55186746 -18.396645 -47.09270 -0.2907656 -1.08799493
## 332 -2.444598417 0.01076585 -16.339222 -40.82575 -0.3641931 -1.57792177
## 342 -2.341962357 -0.02319902 -18.145053 -48.47924 -0.3941635 -1.63152370
## 352 0.129944719 0.45109755 -27.803989 -123.87923 -0.3730812 -3.67733787
## 362 -3.735643046 0.13016351 -20.217851 -58.25298 -0.4085683 -2.25818111
## 372 0.321240844 0.45508451 -21.959599 -69.41232 -0.4043561 -0.56145248
## 382 -1.529421080 0.34418371 -14.108444 -30.62878 -0.1866111 -1.63018878
## 392 0.071378317 0.43424527 -16.311063 -39.49813 -0.3344906 -0.80481938
## 402 0.254002036 0.41313298 -18.529348 -48.13262 -0.3165299 -0.91051438
## 413 -2.671427001 0.25354317 -20.024701 -55.97754 -0.4252638 -1.72692489
## 422 0.369431659 0.74263174 -17.817763 -44.12634 -0.2516114 -0.88552136
## 432 0.415631295 0.50474759 -22.239189 -70.33287 -0.3680812 -0.58676424
## 442 -0.679792563 0.27610946 -14.271083 -32.21339 -0.2698380 -1.01240392
## 452 0.432287703 0.64340337 -16.778505 -39.04070 -0.4458372 -2.33484858
## 462 0.452333778 0.65634844 -12.003560 -22.86499 -0.1448195 -0.67722286
## 472 0.169028986 0.45150703 -27.309951 -117.53058 -0.3364151 -2.95447269
## 482 -0.711437530 0.36813182 -15.988897 -37.21079 -0.3667637 -0.69816616
## 492 0.200009881 0.43809476 -25.116739 -93.31110 -0.3534536 -1.50759311
## 502 -0.197289291 0.25842189 -11.059517 -21.73691 -0.2097765 -0.77120012
## 513 0.184682380 0.37714403 -16.997942 -41.56473 -0.3305198 -0.40745395
## 522 -0.188192690 0.17315856 -20.207238 -59.24772 -0.4368929 -0.54054113
## 532 0.330797035 0.64656795 -30.160641 -164.01358 -0.4830735 -2.03263290
## 542 0.276890836 0.45067506 -24.182188 -84.90091 -0.3186203 -1.01846692
## 552 -1.108536495 0.04460757 -19.173510 -53.67292 -0.4331683 -0.90807716
## 562 0.242779332 0.57175129 -22.101622 -69.36995 -0.3661693 -1.15775353
## 572 0.339301209 0.72282572 -22.013326 -67.88068 -0.3497469 -1.22922448
## 582 -2.044641491 0.05534765 -12.851841 -28.16070 -0.2754459 -1.64940525
## 592 -0.206013901 0.50543226 -24.537254 -88.85634 -0.4735480 -1.44069075
## 602 -1.063938833 0.17406669 -11.336182 -23.40694 -0.2685475 -0.69999256
## 613 0.275656013 0.34843012 -13.614491 -29.98586 -0.2492552 -0.33841196
## 622 -0.156989635 0.45181269 -18.198284 -46.98314 -0.3576076 -0.95168151
## 632 0.312319218 0.37033849 -9.689303 -18.85864 -0.2039978 -0.34718149
## 642 0.269926050 0.42490499 -25.650225 -99.18327 -0.4364382 -0.47358874
## 652 0.300447224 0.51394547 -17.200150 -41.90783 -0.3194086 -0.58261131
## 662 -1.619834407 -0.03208931 -14.095474 -32.29857 -0.3124855 -1.30588018
## 672 0.294678076 0.28620942 -14.876055 -33.48406 -0.2401353 -0.51987551
## 682 0.313979698 0.36249348 -21.232733 -64.66066 -0.4062052 -0.77018462
## 692 -1.033622091 0.51065810 -16.877611 -40.09161 -0.3100713 -1.50695373
## 702 0.156859226 0.44059701 -26.207971 -105.03249 -0.4819632 -0.77704839
## 713 -0.459549054 0.29917428 -9.561688 -18.10203 -0.2170407 -0.78545029
## 722 0.327546513 0.56300797 -24.262419 -85.45077 -0.3767343 -0.29202476
## 732 0.325334455 0.70852437 -13.765525 -28.65153 -0.2117632 -1.18053999
## 742 -2.689146955 0.26893393 -16.473311 -40.22567 -0.1464384 -3.56080181
## 752 0.230577612 0.40013526 -20.422314 -57.72357 -0.2513308 -0.90810334
## 762 -0.913530914 0.41737373 -12.580750 -25.27317 -0.2759502 -1.16047424
## 772 -2.016717265 0.27692977 -12.344751 -25.62615 -0.2030800 -1.56930287
## 782 -1.103633320 0.38996744 -10.755721 -20.93253 -0.2219602 -1.28490475
## 792 0.390456998 0.35970176 -19.579991 -54.43256 -0.3358268 -0.43403245
## 802 -1.192533344 0.43793401 -12.151756 -23.36445 -0.2111617 -1.24498090
## 813 0.112885167 0.50063258 -24.352720 -86.92165 -0.4356367 -1.03111195
## 822 0.341829898 0.31722843 -17.106082 -42.60568 -0.2982654 -0.42364251
## 832 -0.514180741 0.30172009 -15.423726 -34.75744 -0.2792071 -1.34078046
## 842 0.257011904 0.58939308 -24.249402 -84.95147 -0.2618879 -1.90463108
## 852 -1.167943604 0.17435514 -10.040807 -19.64241 -0.2450170 -0.66937882
## 862 -0.488710802 0.53489593 -27.107392 -114.66587 -0.5624238 -1.30126168
## 872 0.215019172 0.33115901 -15.045127 -34.76805 -0.2825780 -0.75780645
## 882 -0.926627398 0.12151478 -22.099410 -71.18574 -0.4763298 -0.92913761
## 892 -0.054293285 0.34625228 -10.483228 -20.69962 -0.2098562 -0.82879297
## 902 0.160108955 0.65540212 -15.497199 -34.85039 -0.2605471 -1.90925604
## 913 0.191644270 0.38428723 -18.870097 -49.18461 -0.2370240 -0.84670216
## 922 -0.885685208 0.28246722 -18.200677 -46.87457 -0.3749478 -0.80173438
## 932 -1.212647085 0.47253276 -19.539011 -52.64122 -0.3450851 -1.59578485
## 942 0.293318450 0.48837545 -28.776547 -139.01287 -0.4586499 -0.80274710
## 952 -0.257201147 0.35194085 -14.493953 -31.23522 -0.2820162 -0.99978729
## 962 0.268714939 0.34554972 -11.511031 -23.52508 -0.2269784 -0.40615841
## 972 0.293265043 0.35035925 -20.655508 -60.09297 -0.3058286 -0.64436712
## 982 -0.347486507 0.33931851 -24.035109 -84.54316 -0.5302857 -0.67706601
## 992 0.074732251 0.54308819 -23.443324 -78.51126 -0.4126050 -0.60078594
## 1002 0.349580569 0.55383100 -27.018926 -114.54346 -0.3911739 -1.04828049
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE valNSE
## 1 -5.5717864 -0.27590615 -19.891355 -54.60976 -0.2978293 -0.8692238113
## 2 -0.6619236 0.37067545 -20.917246 -61.99614 -0.3615841 0.0434217070
## 3 -1.2298169 0.13674916 -27.197598 -116.99624 -0.3717360 0.0514204242
## 4 -0.7894870 0.30577953 -25.167931 -94.03140 -0.4358872 -0.1205731982
## 5 -0.7600639 0.28576584 -20.098579 -56.43833 -0.3066027 0.1505102525
## 6 -0.5396857 0.23694341 -13.242362 -28.18157 -0.1999479 -0.2175642224
## 7 -1.4069618 0.22245590 -26.382209 -106.78540 -0.4113264 0.2164378079
## 8 -0.6039316 0.33538899 -18.034690 -46.72135 -0.3163409 -0.0802688152
## 9 -0.8884761 0.32181187 -26.909643 -113.26506 -0.4197443 0.2346021748
## 10 -0.3176919 0.41036186 -24.002145 -85.54278 -0.4697765 0.0550791590
## 11 -3.7266396 0.14508687 -11.758602 -23.37876 -0.2273807 -1.0369958432
## 12 -0.7660483 0.18028265 -15.073355 -33.15008 -0.1925591 -0.0235310175
## 13 -0.4072285 0.34108298 -15.392645 -35.07479 -0.2740963 -0.4338856479
## 14 -0.8932591 0.36682284 -28.267272 -130.95799 -0.4154964 0.3268770158
## 15 -0.5821451 0.29138682 -18.609061 -48.06277 -0.2970909 0.1873503492
## 16 -2.3354153 0.11735326 -30.680343 -174.01210 -0.4225341 0.4641008711
## 17 -0.4297637 0.40438864 -20.653011 -60.82077 -0.3914103 -0.2887826063
## 18 -1.0435336 0.14065110 -23.843903 -83.68189 -0.3944903 -0.0833793392
## 19 -0.6357769 0.33210723 -23.168800 -77.19281 -0.3818671 -0.0239180069
## 20 -0.6364465 0.37768056 -16.234759 -39.08468 -0.3208285 -0.2270601010
## 21 -3.8960986 0.27552542 -24.242783 -85.80378 -0.5281686 -1.1517087479
## 22 -0.9997032 0.24939424 -28.535570 -135.89238 -0.3812547 0.3132585976
## 23 -1.3332125 0.31441955 -18.521784 -48.93783 -0.3831708 -0.4046066018
## 24 -1.0238746 0.20847170 -22.134946 -70.09387 -0.3797006 -0.1569552477
## 25 -5.6306923 0.23572879 -16.719839 -40.04499 -0.3173570 -1.3879357708
## 26 -1.4987565 0.10544683 -13.381479 -26.53526 -0.1394209 0.2787579161
## 27 -1.2190283 0.08100214 -23.354610 -78.03328 -0.3190085 0.2976735342
## 28 -1.4465306 0.12733987 -23.874018 -81.76433 -0.2748193 -0.0906920626
## 29 -1.5774415 0.13892021 -30.086867 -162.59573 -0.4368893 0.2298224839
## 30 -0.5588699 0.32175758 -18.999460 -51.87193 -0.3199249 -0.1759128071
## 31 -0.5091634 0.33442407 -18.335647 -48.46331 -0.3056809 -0.1776164375
## 32 -1.1826432 0.24733215 -19.327834 -51.47859 -0.2980793 0.2957245775
## 33 -2.0430992 0.37422484 -20.015594 -57.97916 -0.4160771 -0.8772675049
## 34 -3.8633652 0.29999837 -21.128845 -63.49609 -0.4519245 -1.3334856977
## 35 -1.7028572 -0.02743212 -28.900474 -140.21293 -0.3580408 0.0115966367
## 36 -7.8853430 0.11371318 -22.066667 -68.68178 -0.4436325 -1.5138226065
## 37 -0.9534666 0.29803773 -24.745990 -90.64340 -0.3769747 0.0768563020
## 38 -3.6814538 0.23409469 -16.290141 -37.85479 -0.2465376 -1.0086113848
## 39 -0.7226971 0.29933663 -18.199512 -47.13311 -0.3146505 0.1715436429
## 40 -1.6082767 0.06725763 -20.146008 -56.10593 -0.2926948 0.1707241801
## 41 -3.1537774 0.22038169 -21.532572 -64.76041 -0.3986068 -0.6244346794
## 42 -0.7413047 0.31538965 -19.364341 -51.66129 -0.2699944 0.2357299210
## 43 -0.8832774 0.32905559 -23.828918 -82.20719 -0.3347128 0.3200921585
## 44 -1.8346841 0.25600476 -16.731420 -40.84359 -0.3394975 -0.9185744981
## 45 -0.5228702 0.43747069 -20.367355 -57.63732 -0.4487748 -0.3714243197
## 46 -1.1389643 0.07945221 -14.803727 -31.51819 -0.1355778 0.2295751683
## 47 -3.7485099 -0.49402264 -28.364863 -131.84471 -0.3616429 0.1374164835
## 48 -0.8910984 0.38598937 -17.571066 -43.38531 -0.3491604 -0.1978050773
## 49 -1.7798306 0.15802801 -26.024200 -102.17782 -0.3629781 0.2835515914
## 50 -0.7715906 0.23595597 -13.541785 -28.52243 -0.2065306 -0.3263018911
## 51 -0.5372888 0.33112639 -18.755828 -49.37492 -0.2968476 0.0725481555
## 52 -0.4340791 0.31890907 -22.815620 -75.64747 -0.4126038 -0.1596095193
## 53 -1.6477888 0.14899223 -30.828073 -177.91028 -0.4766598 0.5452745102
## 54 -1.3317207 0.22697351 -25.121992 -93.08775 -0.3285903 0.3373014233
## 55 -0.4121626 0.50308427 -22.599493 -74.03502 -0.4569739 -0.5292305747
## 56 -1.3037336 0.08135191 -24.457709 -87.15639 -0.3229558 0.4708639302
## 57 -0.8398754 0.22820178 -23.110841 -75.68150 -0.3545749 0.4076294103
## 58 -1.5475150 0.32513743 -16.221813 -39.80857 -0.3031682 -0.9505497475
## 59 -1.1055818 0.22095802 -26.302671 -106.28059 -0.4407948 0.0170785063
## 60 -1.5595902 0.39795599 -14.438827 -33.01874 -0.3060983 -0.5487418187
## 61 -0.6961458 0.26248247 -16.254294 -38.83849 -0.2621015 0.0436159941
## 62 -0.7617073 0.31499211 -19.794924 -54.71624 -0.3306274 -0.0799175465
## 63 -0.5692965 0.33231978 -12.062618 -24.85630 -0.2044276 0.0215277987
## 64 -0.8584644 0.28950993 -27.381676 -119.37307 -0.4130786 0.0209720427
## 65 -0.7170799 0.39433380 -19.199429 -51.11046 -0.2811470 0.2298368851
## 66 -3.0028153 0.15668378 -17.763284 -46.61239 -0.3818544 -1.1960072004
## 67 -0.9608173 0.03011819 -16.920891 -40.90576 -0.2194525 -0.1388008997
## 68 -1.2554603 0.15168645 -23.351667 -78.90310 -0.3708290 0.1293446871
## 69 -0.9688408 0.10037775 -18.741077 -48.63655 -0.3069578 0.0324112782
## 70 -0.8587284 0.32584733 -27.602935 -122.24238 -0.4448333 0.1035505039
## 71 -0.6009737 0.38331247 -12.035808 -24.22979 -0.2346591 -0.2651346959
## 72 -2.2291917 -0.42833469 -25.923308 -101.25075 -0.3762995 0.2620875838
## 73 -0.7186848 0.03886658 -15.978367 -36.10064 -0.2030705 0.3401059327
## 74 -7.4845068 -0.01428980 -18.338496 -47.39607 -0.1832576 -1.4811250562
## 75 -1.3045614 0.18162454 -21.411582 -63.45507 -0.2658432 0.2904130599
## 76 -1.1028301 0.22727223 -14.284885 -30.31650 -0.2775306 -0.2103184922
## 77 -5.1707756 0.21397050 -14.435716 -31.53256 -0.2571717 -1.1431074019
## 78 -0.8710704 0.26963529 -13.453303 -28.24901 -0.2319581 -0.2665971310
## 79 -0.8602564 0.17799488 -21.105163 -62.74087 -0.3009398 0.0985203771
## 80 -0.8635281 0.28421133 -14.406846 -30.41653 -0.2096066 -0.2659991587
## 81 -0.9732363 0.28352402 -26.263805 -105.91226 -0.4093427 0.1026925514
## 82 -1.0202034 0.11337892 -19.865937 -55.35031 -0.2828178 -0.0420107111
## 83 -1.8203920 0.23785753 -18.050805 -45.27787 -0.3099688 -1.0371083869
## 84 -2.0532733 0.21634065 -26.010866 -101.99573 -0.2729314 0.3908662007
## 85 -2.6094243 0.29059898 -12.453552 -25.92961 -0.2739324 -0.6431358301
## 86 -0.8581828 0.18478051 -28.272168 -130.98337 -0.4958868 0.1393573217
## 87 -1.0592927 0.14668925 -17.076516 -42.02808 -0.2813045 -0.0740078645
## 88 -0.4516545 0.30868561 -24.600094 -90.23950 -0.4414641 -0.2406777584
## 89 -0.7931534 0.25508392 -12.751879 -26.50197 -0.2235197 -0.0496841803
## 90 -0.9800994 -0.09482185 -18.015612 -44.99371 -0.2504596 0.2712996154
## 91 -1.3525945 0.12481990 -19.958624 -54.66664 -0.2579769 0.2191620429
## 92 -0.3174406 0.43573784 -21.023356 -62.11656 -0.3247083 -0.1196396010
## 93 -1.0855229 -0.03950766 -21.305304 -63.06555 -0.3086425 -0.0001097476
## 94 -1.4176720 0.24065013 -29.716211 -155.04216 -0.4572019 0.3251350626
## 95 -0.6900552 0.42428911 -16.152806 -37.09630 -0.2914291 -0.5664743626
## 96 -0.5813717 0.33745090 -13.802746 -29.88810 -0.2364063 0.0495627895
## 97 -1.1298792 0.11670910 -21.823348 -67.01955 -0.3066366 0.1504322613
## 98 -0.8606856 0.36947256 -25.883930 -101.32128 -0.5134344 -0.3740843438
## 99 -0.4837148 0.43561148 -24.942841 -91.67622 -0.3804497 0.0617358799
## 100 -1.1641866 0.28803830 -27.941638 -126.37076 -0.3969091 0.4152145572
## 110 -5.7206255 -0.58812888 -20.085772 -55.42729 -0.2897767 -0.9307782693
## 210 -0.3953020 0.43233180 -20.725991 -60.35106 -0.3503707 -0.1449311728
## 310 -0.7552802 0.34196010 -26.899213 -112.97078 -0.3713115 0.0656313703
## 410 -2.0684741 0.07462286 -25.057872 -92.70272 -0.4183814 -0.4130531540
## 510 -0.5168971 0.22293919 -20.003385 -55.56073 -0.3064298 0.2460689979
## 610 -0.2417364 0.44044858 -13.090175 -27.37341 -0.1981731 -0.2452118123
## 710 -1.0535389 0.32275463 -26.024279 -102.46616 -0.4037125 0.2436513736
## 810 -1.1142463 0.29369872 -17.707186 -44.76091 -0.3049712 -0.3184588029
## 910 -0.5959052 0.34761239 -26.572128 -108.82171 -0.4081579 0.2120500141
## 101 -0.8269357 0.39542432 -23.980368 -84.94318 -0.4633705 -0.3846080794
## 111 -3.6792747 0.03816628 -11.856926 -23.34077 -0.2244601 -0.9995619205
## 121 -0.2414064 0.45519467 -14.727196 -31.63631 -0.1868595 0.0086265066
## 131 -0.8092612 0.37614584 -15.295305 -34.41657 -0.2533755 -0.7303915201
## 141 -0.6355739 0.36414571 -27.986130 -126.57736 -0.4067619 0.3861792830
## 151 -0.8559686 0.18718621 -18.281056 -46.21417 -0.2779354 0.0915341780
## 161 -2.1341065 0.15055788 -30.450196 -168.84423 -0.4180735 0.5189054640
## 171 -1.3590810 0.32844006 -20.494841 -59.49714 -0.3735501 -0.6640984661
## 181 -0.4937493 0.37446245 -23.693503 -81.93555 -0.3875733 -0.2057505305
## 191 -0.7013207 0.37821530 -22.817328 -74.05987 -0.3630469 -0.2106414637
## 201 -1.3365064 0.26300322 -16.192068 -38.38159 -0.3171578 -0.3777711110
## 211 -4.3925117 0.13635078 -24.305535 -86.03377 -0.4871195 -1.1983849748
## 221 -0.6601601 0.38403739 -28.185742 -130.19893 -0.3809422 0.3428911219
## 231 -2.3831035 0.13920372 -18.447039 -48.30374 -0.3671131 -0.5798543754
## 241 -1.1188392 0.26227833 -21.942310 -68.29333 -0.3602820 -0.3917441941
## 251 -5.1691146 0.09851065 -16.658282 -39.42115 -0.2699557 -1.3341634186
## 261 -1.2124274 0.07616010 -13.128273 -25.58507 -0.1428330 0.3267563322
## 271 -0.5973880 0.27818011 -23.089278 -75.70724 -0.3120184 0.3005135497
## 281 -1.4494911 -0.24314722 -24.183970 -84.17198 -0.2449656 -0.0484110559
## 291 -1.3253118 0.25146691 -29.802460 -156.71650 -0.4389660 0.2772685305
## 301 -0.9001688 0.39033187 -18.666409 -49.70328 -0.3117181 -0.4063159434
## 311 -0.8726951 0.40029957 -18.058642 -46.69695 -0.2953994 -0.4175017965
## 321 -0.8977660 0.31561619 -18.857392 -48.84733 -0.2951850 0.3354902374
## 331 -4.3444858 0.18099770 -20.201862 -58.75269 -0.4123004 -1.1742409431
## 341 -4.3618573 0.20369016 -21.260393 -64.03880 -0.4361704 -1.3855681647
## 351 0.2014963 0.33365332 -28.672880 -136.49579 -0.3747625 -0.7855841923
## 361 -8.1636538 -0.06174755 -22.135641 -68.87201 -0.3902684 -1.5388038184
## 371 -0.4659487 0.41083525 -24.599367 -88.86813 -0.3634241 -0.0173373026
## 381 -3.5850483 0.11287772 -16.334286 -37.82094 -0.2109015 -0.9947742528
## 391 -0.4611450 0.35623912 -17.764228 -44.66578 -0.3038738 0.0446735920
## 401 -1.3092696 0.16503041 -19.825246 -54.13086 -0.2856109 0.1805171862
## 411 -4.5745185 0.01759770 -21.489388 -64.25855 -0.3699172 -0.8542497873
## 421 -0.5985520 0.23697283 -19.166936 -50.40334 -0.2620189 0.3325566335
## 431 -0.4668872 0.42699528 -23.452255 -78.76040 -0.3278448 0.2813586664
## 441 -1.9308570 0.19385715 -16.792765 -40.80616 -0.3197248 -0.9138878340
## 451 -0.1719601 0.14754387 -20.224071 -56.31566 -0.3748826 -0.1183723525
## 461 -0.9178975 0.12977498 -14.734064 -31.17840 -0.1334262 0.1163571635
## 471 -3.6005306 -0.80459324 -28.098390 -127.77794 -0.3533435 0.2463444939
## 481 -1.4686347 0.24959062 -17.401555 -42.44071 -0.3213144 -0.2992559325
## 491 -1.5603530 0.24430337 -25.681543 -98.37824 -0.3617123 0.3292152185
## 501 -0.6298171 0.40337567 -13.250990 -27.20775 -0.1981865 -0.4873258943
## 511 -0.1851698 0.51505361 -18.305414 -46.75383 -0.2828858 -0.0363632571
## 521 -0.5821009 0.41085736 -22.600535 -73.63376 -0.3962592 -0.5215502039
## 531 -1.3074830 0.10342312 -30.644516 -173.51334 -0.4707699 0.5715933829
## 541 -1.1353982 0.30657560 -24.757884 -89.47859 -0.3286626 0.3583238943
## 551 -1.7046179 0.39193901 -22.735439 -74.75226 -0.4442619 -0.8551699659
## 561 -0.5630265 0.24198817 -24.336997 -85.94549 -0.3225957 0.4967750421
## 571 -0.7000526 0.13144312 -22.844926 -73.43411 -0.3439978 0.4208510358
## 581 -3.4144618 0.21662333 -16.266715 -39.72717 -0.2947587 -1.2773525270
## 591 -1.1701439 0.14588138 -26.045768 -102.97494 -0.4227145 -0.1321428543
## 601 -2.0132053 0.32208161 -14.461945 -32.95606 -0.2991436 -0.5911864066
## 611 -0.3588529 0.41278135 -15.996015 -37.41607 -0.2572118 -0.0580562253
## 621 -0.7703886 0.33526488 -19.383696 -52.10761 -0.3125634 -0.2029055073
## 631 -0.3816596 0.41799266 -11.841970 -23.90983 -0.1995968 -0.0549034163
## 641 -0.4201522 0.44000330 -27.060819 -114.71916 -0.4046173 -0.0525981913
## 651 -0.4550883 0.41196922 -18.940775 -49.45165 -0.2661071 0.1603733943
## 661 -3.0779670 0.15303986 -17.895965 -47.07796 -0.3764107 -1.2007414408
## 671 -0.4484384 0.29770051 -16.612707 -39.35686 -0.2116225 -0.1098472647
## 681 -0.6413863 0.37998429 -23.056308 -76.23318 -0.3617512 0.1064855139
## 691 -1.9433334 -0.09109155 -18.628939 -47.82377 -0.2898627 -0.1121800873
## 701 -0.6494799 0.33618184 -27.326115 -118.18011 -0.4304039 -0.0398371864
## 711 -1.1423070 0.30410180 -11.976132 -23.77836 -0.2234285 -0.4270958120
## 721 -2.5262815 -0.97167747 -25.687653 -98.52164 -0.3729871 0.3521877607
## 731 -0.6962564 0.04540850 -15.915025 -35.65838 -0.1992857 0.2486222638
## 741 -7.1047119 -0.26100983 -18.363406 -47.53079 -0.1277015 -1.4583485577
## 751 -1.3433939 0.22223189 -21.030313 -60.94423 -0.2634071 0.3232790061
## 761 -1.7991918 0.07297179 -14.102776 -29.46814 -0.2542936 -0.3844052298
## 771 -4.9046118 0.13069400 -14.424571 -31.22483 -0.2347427 -1.1336722217
## 781 -1.9413964 0.14586846 -13.302794 -27.39673 -0.2211640 -0.5191252486
## 791 -0.4031852 0.40059751 -20.695406 -59.92221 -0.2930904 0.0969617375
## 801 -1.8948907 0.07565818 -14.404309 -30.16140 -0.1873913 -0.3890133149
## 811 -0.7408613 0.29005400 -26.018740 -102.74729 -0.3944827 0.0147813946
## 821 -0.5016957 0.37083555 -19.690492 -54.10169 -0.2758107 -0.0410469771
## 831 -2.0273282 0.08992449 -18.223374 -45.95485 -0.2518050 -1.0450482730
## 841 -2.3714465 0.02913469 -25.800890 -99.67296 -0.2768233 0.5657736040
## 851 -2.5684122 0.29617137 -12.374085 -25.46190 -0.2620588 -0.6426332221
## 861 -1.5890197 -0.08864565 -28.207908 -129.72260 -0.4819030 -0.1023007417
## 871 -0.5586285 0.35608728 -16.711389 -40.09301 -0.2731514 -0.1090629344
## 881 -1.4088432 0.37578073 -24.377778 -87.67152 -0.4243300 -0.7097420182
## 891 -0.6674708 0.32087510 -12.474494 -25.29107 -0.2198684 -0.2078953858
## 901 -0.9080430 -0.16568815 -17.991768 -44.65154 -0.2454044 0.3220869882
## 911 -1.1681998 0.23464695 -19.555179 -52.34238 -0.2585819 0.2590864563
## 921 -1.2202495 0.37178547 -20.925615 -61.17554 -0.3003373 -0.3890364220
## 931 -2.4762029 -0.27906359 -21.388379 -63.32694 -0.2956018 -0.1809591210
## 941 -0.9770641 0.38455690 -29.386301 -148.61294 -0.4577694 0.4141814590
## 951 -1.0000228 0.17355689 -16.173322 -36.86799 -0.2469713 -0.6313949937
## 961 -0.3165945 0.45049147 -13.508206 -28.57201 -0.2290995 -0.0721015344
## 971 -0.8212194 0.28464293 -21.411291 -64.07097 -0.3056108 0.1706057033
## 981 -1.0871723 0.23838422 -25.966507 -101.89140 -0.4762540 -0.4167507406
## 991 -0.5695615 0.32867165 -24.702452 -89.08743 -0.3682449 -0.0291874452
## 1001 -0.9086006 0.34194231 -27.627016 -121.71802 -0.3896553 0.4629210210
## 112 -6.3002826 -0.46562420 -17.676315 -43.82513 -0.2260402 -1.4505784643
## 212 -0.3875180 0.43708778 -18.207669 -48.32581 -0.3620707 -0.4709994382
## 312 -0.6337134 0.34462246 -25.672252 -99.98662 -0.4042928 -0.0560493580
## 412 -3.2895165 0.15865408 -23.439548 -78.57076 -0.4782917 -1.0587742613
## 512 -0.6280494 0.15577899 -17.429374 -43.99103 -0.3072009 -0.2317800698
## 612 -0.5107929 0.38499939 -10.693841 -21.46518 -0.1820104 -0.5646971172
## 712 -0.8493662 0.34642873 -25.337481 -95.90631 -0.4070795 0.1042785333
## 812 -1.9857058 0.27946644 -15.801818 -37.92003 -0.3235289 -0.7240719703
## 912 -0.6113011 0.35123259 -25.690692 -99.56660 -0.4280537 -0.0484378679
## 102 -1.2148800 0.33213861 -20.788680 -63.33448 -0.4604258 -0.6597438956
## 113 -4.1450199 0.08950174 -9.573880 -18.08130 -0.1847009 -1.2208530557
## 122 -0.2711853 0.45406007 -13.092097 -26.97224 -0.2117620 -0.2554823171
## 132 -1.3315742 0.16782840 -12.462791 -25.63415 -0.2787127 -1.0290386200
## 142 -0.5258880 0.39566225 -27.422275 -119.48776 -0.4094241 0.2465386760
## 152 -1.5124483 0.21978953 -17.166265 -41.49364 -0.3234870 -0.3186151945
## 162 -1.9881045 0.17479143 -30.057705 -161.17831 -0.4178443 0.4957816710
## 172 -2.1756663 0.22987785 -18.151452 -48.26024 -0.3923167 -1.0078060139
## 182 -0.7261953 0.36705217 -20.721960 -62.52032 -0.3947328 -0.5131374569
## 192 -1.9469838 0.28254428 -21.299292 -64.33910 -0.4214847 -0.7507808144
## 202 -2.0866976 0.25964901 -13.393710 -29.40074 -0.2948821 -0.7434755457
## 213 -5.9313402 0.15964583 -22.068308 -70.36578 -0.4984340 -1.2604965161
## 222 -0.5307050 0.40495734 -27.389536 -119.90514 -0.3761020 0.2895149502
## 232 -3.4773648 0.19170409 -16.195759 -39.45972 -0.3562979 -0.7836566429
## 242 -3.0013963 0.12958925 -19.222531 -52.93676 -0.3987948 -1.0330563339
## 252 -6.5754920 0.19433310 -14.495814 -32.28099 -0.2874854 -1.2439853993
## 262 -0.9351213 0.26937001 -11.924790 -22.39539 -0.1550846 0.2580118112
## 272 -0.2061329 0.49528175 -21.217222 -63.61700 -0.3591755 -0.0262385121
## 282 -1.6700620 -0.10315769 -21.659119 -65.57474 -0.2010179 -0.1977386211
## 292 -1.1760721 0.25952561 -29.246468 -147.37284 -0.4262106 0.2276915289
## 302 -1.9388088 0.32754743 -16.682750 -41.97039 -0.3256258 -0.8987106260
## 313 -1.8387358 0.33444137 -15.708560 -37.78710 -0.3137531 -0.8845352545
## 322 -0.7284563 0.33514099 -18.396645 -47.09270 -0.2907656 0.2063198104
## 332 -6.8658429 0.10481318 -16.339222 -40.82575 -0.3641931 -1.4250253323
## 342 -6.3514893 0.02820540 -18.145053 -48.47924 -0.3941635 -1.4790938827
## 352 -2.2901579 -0.05387632 -27.803989 -123.87923 -0.3730812 0.4891014327
## 362 -10.2702288 0.04318746 -20.217851 -58.25298 -0.4085683 -1.6653489884
## 372 -0.5481057 0.39974000 -21.959599 -69.41232 -0.4043561 -0.3321875307
## 382 -4.0524791 0.11576920 -14.108444 -30.62878 -0.1866111 -1.0850653922
## 392 -0.9043116 0.30307904 -16.311063 -39.49813 -0.3344906 -0.2808905349
## 402 -0.7813240 0.34574664 -18.529348 -48.13262 -0.3165299 0.0681564360
## 413 -6.7398586 0.08738796 -20.024701 -55.97754 -0.4252638 -1.3863095930
## 422 -0.6564732 0.25659462 -17.817763 -44.12634 -0.2516114 0.0659483689
## 432 -0.3821877 0.42808294 -22.239189 -70.33287 -0.3680812 0.1221414445
## 442 -2.1202536 0.23443207 -14.271083 -32.21339 -0.2698380 -0.9258844763
## 452 0.1165955 -0.33605348 -16.778505 -39.04070 -0.4458372 0.0772912523
## 462 -0.3617371 0.40222294 -12.003560 -22.86499 -0.1448195 0.0310742986
## 472 -2.2279008 0.14981065 -27.309951 -117.53058 -0.3364151 0.3996385200
## 482 -2.0102225 0.29659112 -15.988897 -37.21079 -0.3667637 -0.4979934884
## 492 -1.3686216 0.25782280 -25.116739 -93.31110 -0.3534536 0.2693160972
## 502 -1.5138486 0.30028640 -11.059517 -21.73691 -0.2097765 -1.0063840902
## 513 -0.6692758 0.41837464 -16.997942 -41.56473 -0.3305198 -0.4092360203
## 522 -0.9772622 0.27162472 -20.207238 -59.24772 -0.4368929 -0.8683883058
## 532 -1.1386520 0.13242061 -30.160641 -164.01358 -0.4830735 0.4807624332
## 542 -0.9661714 0.31600703 -24.182188 -84.90091 -0.3186203 0.3087525002
## 552 -3.1549420 0.16876637 -19.173510 -53.67292 -0.4331683 -1.0571847075
## 562 -0.7518193 0.34967737 -22.101622 -69.36995 -0.3661693 0.1614247711
## 572 -0.7805887 0.14893311 -22.013326 -67.88068 -0.3497469 0.1884792598
## 582 -5.4496065 0.03970329 -12.851841 -28.16070 -0.2754459 -1.6492310271
## 592 -2.3815732 0.07813517 -24.537254 -88.85634 -0.4735480 -0.6624334694
## 602 -3.2793218 0.30937510 -11.336182 -23.40694 -0.2685475 -0.6101539423
## 613 -0.3752745 0.44141523 -13.614491 -29.98586 -0.2492552 -0.3146696468
## 622 -1.9537497 0.23021630 -18.198284 -46.98314 -0.3576076 -0.7143894369
## 632 -0.3153992 0.44013041 -9.689303 -18.85864 -0.2039978 -0.2577140197
## 642 -0.5886921 0.41302738 -25.650225 -99.18327 -0.4364382 -0.3934836351
## 652 -0.5273228 0.38953123 -17.200150 -41.90783 -0.3194086 -0.1503243425
## 662 -4.4812401 0.05481321 -14.095474 -32.29857 -0.3124855 -1.2014519515
## 672 -0.5116480 0.31433775 -14.876055 -33.48406 -0.2401353 -0.2924163446
## 682 -0.6011494 0.36085233 -21.232733 -64.66066 -0.4062052 -0.0764118829
## 692 -3.1516391 0.01456837 -16.877611 -40.09161 -0.3100713 -0.6891368158
## 702 -0.8818922 0.32094140 -26.207971 -105.03249 -0.4819632 -0.4669423506
## 713 -1.6426379 0.26213576 -9.561688 -18.10203 -0.2170407 -0.6430431326
## 722 -0.3032212 0.47187998 -24.262419 -85.45077 -0.3767343 0.2705302710
## 732 -0.7031495 0.13522314 -13.765525 -28.65153 -0.2117632 -0.0817596627
## 742 -7.5982921 -0.34743946 -16.473311 -40.22567 -0.1464384 -1.5503956408
## 752 -0.9496150 0.27370880 -20.422314 -57.72357 -0.2513308 0.2633471692
## 762 -2.5154336 0.18830125 -12.580750 -25.27317 -0.2759502 -0.7027871381
## 772 -5.7345186 0.18583892 -12.344751 -25.62615 -0.2030800 -1.1460544676
## 782 -3.3158784 0.11128590 -10.755721 -20.93253 -0.2219602 -0.9896239239
## 792 -0.3910060 0.38472204 -19.579991 -54.43256 -0.3358268 -0.0449882732
## 802 -3.5974886 0.12104142 -12.151756 -23.36445 -0.2111617 -1.0940798473
## 813 -1.2779303 0.23459625 -24.352720 -86.92165 -0.4356367 -0.4094530589
## 822 -0.4104818 0.37923967 -17.106082 -42.60568 -0.2982654 -0.2373484392
## 832 -2.2161340 0.15495660 -15.423726 -34.75744 -0.2792071 -1.1304547868
## 842 -1.1803160 0.20846762 -24.249402 -84.95147 -0.2618879 0.5288362131
## 852 -3.3690167 0.35429018 -10.040807 -19.64241 -0.2450170 -0.6413900484
## 862 -2.1090686 0.12871101 -27.107392 -114.66587 -0.5624238 -0.7164923540
## 872 -0.7202227 0.33330008 -15.045127 -34.76805 -0.2825780 -0.3818948964
## 882 -2.9170780 0.24298822 -22.099410 -71.18574 -0.4763298 -1.3176455722
## 892 -1.1334640 0.29331289 -10.483228 -20.69962 -0.2098562 -0.5696427042
## 902 -1.1733532 -0.09945491 -15.497199 -34.85039 -0.2605471 -0.1010238024
## 913 -0.8910200 0.25575090 -18.870097 -49.18461 -0.2370240 0.2036295004
## 922 -2.5061054 0.28914945 -18.200677 -46.87457 -0.3749478 -0.9656804671
## 932 -3.6838517 -0.19763898 -19.539011 -52.64122 -0.3450851 -1.0299997264
## 942 -0.7385309 0.42596667 -28.776547 -139.01287 -0.4586499 0.3114813796
## 952 -1.3363270 0.23668100 -14.493953 -31.23522 -0.2820162 -0.9797680009
## 962 -0.3845832 0.41611131 -11.511031 -23.52508 -0.2269784 -0.3271007255
## 972 -0.6863081 0.28095152 -20.655508 -60.09297 -0.3058286 0.0924103752
## 982 -1.1619495 0.26381217 -24.035109 -84.54316 -0.5302857 -0.5974284762
## 992 -1.2557517 0.32610671 -23.443324 -78.51126 -0.4126050 -0.6125911711
## 1002 -0.7428769 0.37177386 -27.018926 -114.54346 -0.3911739 0.3993088167
## vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE treatment
## 1 -7.30506911 0.053269397 -53.09244 -184.47303 -0.0669103530 SSURGO
## 2 0.30415922 0.158879055 -57.00909 -218.42538 -0.1003431867 SSURGO
## 3 0.31824708 0.060387063 -71.23152 -385.47046 -0.2428481992 SSURGO
## 4 -0.90095964 0.218549011 -66.81660 -319.81901 -0.2103582927 SSURGO
## 5 0.28566710 0.275835005 -54.54901 -196.29634 -0.0756160863 SSURGO
## 6 -0.24529886 0.014176369 -39.03822 -108.61962 0.1015021388 SSURGO
## 7 0.56242565 0.204397969 -69.59093 -358.19566 -0.2410667281 SSURGO
## 8 -0.41492272 0.185144037 -50.47288 -170.80336 -0.0194568621 SSURGO
## 9 0.49762719 0.270670273 -70.83238 -378.86673 -0.2519444899 SSURGO
## 10 0.01574933 0.228547533 -64.77686 -301.17224 -0.1860702928 SSURGO
## 11 -7.46181344 -0.074237857 -35.64619 -94.31903 0.1077009060 SSURGO
## 12 0.10863325 0.092800044 -42.57634 -121.04962 0.0622051848 SSURGO
## 13 -1.01490062 -0.002097074 -44.11142 -131.83905 0.0609775191 SSURGO
## 14 0.65443445 0.331987351 -73.88480 -431.69833 -0.3080912704 SSURGO
## 15 0.02447411 0.356272817 -51.10827 -170.21177 -0.0562647550 SSURGO
## 16 0.63706266 0.394417452 -79.38103 -561.25640 -0.3359186105 SSURGO
## 17 -0.85511123 0.092146935 -56.78276 -218.62486 -0.0937602268 SSURGO
## 18 0.05254809 0.049867144 -63.89026 -288.26337 -0.1579754408 SSURGO
## 19 0.03209507 0.153304966 -62.17365 -266.13568 -0.1547948468 SSURGO
## 20 -1.36131805 0.178520933 -46.58413 -147.81915 0.0075364326 SSURGO
## 21 -7.77046868 -0.118495536 -65.30607 -302.11037 -0.2259249428 SSURGO
## 22 0.52185075 0.269232928 -74.42186 -444.80960 -0.2661305800 SSURGO
## 23 -2.68167563 0.134810721 -51.99328 -181.22720 -0.0532969009 SSURGO
## 24 -0.20133195 0.080822285 -59.93675 -245.12660 -0.1165659378 SSURGO
## 25 -10.25181177 -0.169552665 -46.93711 -147.11376 -0.0037733712 SSURGO
## 26 0.55016606 0.298876653 -37.91354 -96.91152 0.0566814250 SSURGO
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## 582 -11.11901738 -0.266209047 -39.79754 -118.09713 0.0035615006 Static
## 592 -3.32839170 0.006582237 -65.46400 -305.90051 -0.1947749451 Static
## 602 -4.37518499 0.085153688 -36.37651 -102.07447 -0.0147074011 Static
## 613 -1.16743281 0.100892017 -40.54490 -117.59736 0.0499713526 Static
## 622 -3.42447558 -0.016564241 -50.66306 -170.85463 -0.0371820689 Static
## 632 -1.04966938 0.129115344 -31.58518 -81.85565 -0.0123977868 Static
## 642 -1.22189301 0.050677875 -67.89446 -335.56934 -0.2116637366 Static
## 652 -0.74697587 0.184235095 -47.91163 -151.62980 -0.0041360004 Static
## 662 -6.98295762 -0.137079986 -43.11003 -134.85315 -0.0099556614 Static
## 672 -0.51618237 0.026009319 -42.64997 -124.80516 0.0675248867 Static
## 682 -0.05149556 0.136799860 -57.97157 -228.95644 -0.1114445520 Static
## 692 -5.50118185 0.070112814 -47.03976 -145.46653 0.0110057683 Static
## 702 -1.69562316 0.037219289 -69.36546 -356.98505 -0.2357378008 Static
## 713 -3.83930351 0.050363619 -31.20592 -79.34299 0.0206940171 Static
## 722 0.59302997 0.300534707 -64.15280 -285.95385 -0.1834290903 Static
## 732 -0.37114441 0.268938484 -39.37054 -106.37730 0.1092544702 Static
## 742 -12.79380238 -0.205425444 -44.08597 -133.35771 0.0360510167 Static
## 752 0.53673181 0.234641550 -55.08563 -198.30725 -0.0931170519 Static
## 762 -4.80417784 0.044331130 -37.54993 -100.15340 0.0912867275 Static
## 772 -8.96246780 -0.083331256 -37.01994 -102.35101 0.0544463323 Static
## 782 -7.05459521 -0.062317031 -33.33268 -85.54232 0.0988354007 Static
## 792 0.05763245 0.138837305 -53.87270 -194.05067 -0.0587893770 Static
## 802 -7.51326796 -0.102843014 -35.49394 -89.62995 0.1634202896 Static
## 813 -1.78235337 0.086774350 -64.90526 -297.57568 -0.1796641601 Static
## 822 -0.30578128 0.030715720 -48.10728 -155.67947 0.0027977924 Static
## 832 -5.21178703 -0.145442862 -43.03667 -125.02400 0.0297343576 Static
## 842 0.83708714 0.570050852 -63.64012 -278.97073 -0.1478297933 Static
## 852 -4.75489210 0.079450455 -33.01657 -87.75222 -0.0153360415 Static
## 862 -3.94239273 0.013564550 -71.51781 -387.88941 -0.3086370732 Static
## 872 -1.03422432 0.034615468 -43.67415 -132.45882 0.0364919968 Static
## 882 -7.55590461 -0.212139629 -60.80969 -259.75509 -0.1565246291 Static
## 892 -2.98809388 0.053571950 -33.19745 -87.00482 0.0436060064 Static
## 902 -0.73933805 0.293506906 -43.62857 -127.34659 0.0643952510 Static
## 913 0.41644339 0.198529480 -51.39721 -171.21991 -0.0603723816 Static
## 922 -5.90138478 -0.063486754 -50.85608 -172.02371 -0.0203989482 Static
## 932 -7.10624473 -0.005999744 -52.59810 -180.80306 -0.0626875515 Static
## 942 0.60305975 0.305089908 -75.10234 -457.72246 -0.2993072378 Static
## 952 -4.21525173 -0.106634997 -41.40188 -116.99514 0.0510399737 Static
## 962 -1.23489107 0.098958051 -35.84685 -97.41451 0.0419490539 Static
## 972 0.35846986 0.154645443 -56.16087 -210.42509 -0.0691100347 Static
## 982 -2.92989067 0.041124063 -64.66393 -296.23781 -0.1998979257 Static
## 992 -2.74623519 0.017791130 -62.65020 -268.95785 -0.1843546268 Static
## 1002 0.57681203 0.410803508 -70.87723 -379.35432 -0.2331811888 Static
plot(ssurgodist$calKGE, ssurgodist$calsmKGE, pch = 19, xlab = "Streamflow KGE", ylab = "Soil Moisture KGE")
combineddist$weightedcal<- rowMeans(combineddist[,c("calKGE","calsmKGE")],)
ordereddist <- combineddist[order(-combineddist$weightedcal),]
ordereddist[ordereddist$treatment=="Static",]
## m k soil_dep m_v k_v gw1 gw2
## 462 4.5675645 46.2920082 0.1985024 1.9174382 1.1956946 0.1329673 0.5257056
## 122 4.4388956 18.0799194 0.3573418 6.0410870 2.5733646 0.1354503 0.3373051
## 632 4.6038171 27.9017075 0.2948591 5.1657625 14.2584098 0.2813510 0.2924784
## 612 4.8891358 32.0090634 0.3800983 3.6240831 11.8575245 0.1094853 0.2217362
## 613 4.7037319 20.8604306 0.3544561 7.7378925 5.4111998 0.2195332 0.3728983
## 962 3.6671442 34.9177797 0.1403224 8.3589353 7.2720624 0.2991330 0.2324850
## 272 4.0889157 14.9799218 0.2558226 2.4463532 10.8041285 0.1972792 0.1739036
## 262 3.0640424 11.1522601 0.4228195 1.8303351 2.7383596 0.2850852 0.3060487
## 852 1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 722 4.3817363 12.0559388 0.3629828 2.2430758 11.5145717 0.1115880 0.5820187
## 502 3.5589297 20.7278387 0.1706288 8.5466688 2.3576462 0.1615415 0.1148921
## 513 3.5229947 9.5197485 0.2260492 13.2187292 4.7838510 0.2170071 0.3075977
## 892 4.7515440 17.0405505 0.3755550 10.0112887 5.7827586 0.2041247 0.4988047
## 822 4.0588411 38.5109186 0.1124772 3.8984715 4.7403682 0.1814567 0.1058140
## 212 2.7841270 11.0174587 0.2046658 2.2751888 13.5264411 0.2729022 0.1265676
## 672 4.5003882 58.5358617 0.2373027 11.0516171 2.5323886 0.1129073 0.2619864
## 652 2.6138313 5.6710789 0.1625157 2.5374665 3.2755683 0.2793105 0.2388880
## 432 2.6042830 25.6173303 0.1022973 5.3535854 5.5744954 0.2864952 0.3670720
## 872 3.8669694 56.2992036 0.3694495 10.9060400 7.0874902 0.1602058 0.2921501
## 792 3.4394860 51.9380326 0.4345161 11.4457054 6.8780050 0.2241162 0.2052367
## 713 2.8195397 8.3144525 0.4533346 7.2494003 4.2948497 0.2712799 0.3725355
## 322 2.9083114 29.2524128 0.4010143 6.6747711 9.9199737 0.2109703 0.5746903
## 602 2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 402 3.6364426 31.6573635 0.2600197 2.6805099 11.0084957 0.1774595 0.2137496
## 222 4.9261619 12.4138466 0.1870961 14.8937916 6.7234495 0.2281210 0.4314206
## 752 3.9286151 42.1595523 0.1312714 3.3855533 9.0417738 0.2204950 0.3010002
## 313 3.1086098 55.8135024 0.2009914 12.1085379 7.6517125 0.1682955 0.4513853
## 913 4.8560606 27.2435453 0.2505366 4.3553460 6.0327268 0.1504867 0.4596559
## 422 1.8733713 22.2761230 0.1592480 7.0221193 0.6303031 0.1263936 0.5634063
## 302 3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 542 3.0544630 53.5972723 0.4735517 4.6761533 7.1462961 0.2421450 0.3155980
## 372 2.7200532 39.4585961 0.3399293 2.5766526 9.3353026 0.1538116 0.1828853
## 142 2.0876959 29.0008859 0.4996758 14.1192774 7.7939521 0.1017657 0.3769889
## 562 3.8464696 59.6445699 0.3483615 1.5541750 12.5110936 0.2596490 0.3846142
## 772 0.7348149 13.6983445 0.1682003 6.1653827 10.7362826 0.1801967 0.5547271
## 1002 2.9651592 14.6037972 0.2179415 13.6775044 3.6078740 0.2558893 0.5479919
## 642 3.4838642 7.5289162 0.4867368 12.7845386 5.3133940 0.1128379 0.1347968
## 972 3.7479864 42.7795663 0.4393579 11.6198664 5.8161344 0.2232496 0.1901390
## 182 4.4039686 35.6688902 0.2825455 8.0655506 8.4285773 0.1053138 0.3265861
## 392 3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 942 4.1247243 5.1104851 0.3217916 14.1204003 8.4472290 0.1644749 0.2477216
## 202 3.6851585 2.1587901 0.1538373 4.4412561 12.0260061 0.2407648 0.4971138
## 442 0.8255664 16.5661307 0.3958934 3.9789159 14.4379910 0.2326326 0.2474030
## 812 2.5533839 59.0167814 0.3732907 8.7465072 11.6696957 0.2074691 0.5803632
## 952 1.6748103 2.4103391 0.4151184 5.0593706 6.1235932 0.2395761 0.1429691
## 682 3.3761700 56.9100958 0.4814648 7.3888419 7.4416669 0.2221474 0.2041596
## 842 3.9957896 18.1723835 0.3485816 0.5525294 6.9379592 0.1307964 0.3259286
## 312 3.6065669 42.4705479 0.3334829 5.7310610 12.2300965 0.1157280 0.1238175
## 712 2.3562261 33.5884820 0.3448886 10.4449966 7.8029518 0.2356164 0.1555823
## 482 1.0486766 55.0235520 0.3874442 9.1358880 8.6015159 0.2966675 0.4809453
## 382 0.5419064 40.0108597 0.4932512 4.8103868 3.9870818 0.1933368 0.4358466
## 732 1.8036078 47.4391969 0.1121936 0.7015457 6.6105202 0.1628452 0.1970549
## 912 2.2675848 30.8774567 0.1317581 14.9453536 8.9162472 0.1757196 0.4826541
## 922 2.2015578 12.1427132 0.1906229 8.9302178 1.3288947 0.1983037 0.3696163
## 992 2.0693061 6.5686796 0.2692404 12.3948232 4.5566271 0.1714512 0.1245808
## 762 1.3198374 33.1850005 0.2190696 5.5082291 5.3845395 0.2495562 0.4829507
## 802 1.7671610 6.6807029 0.2777570 5.4252153 0.6640881 0.1633284 0.3612511
## 252 0.9630431 3.1239228 0.1277909 12.9653747 9.9733858 0.1491120 0.4010802
## 113 1.0316546 22.5692447 0.4569363 2.7855577 10.0474671 0.1731798 0.4224581
## 492 2.6525687 49.0037672 0.3993358 4.0271624 6.0136199 0.2570980 0.1521520
## 152 1.5309342 28.5540809 0.1074141 6.3003799 4.7903054 0.2806598 0.5342221
## 782 2.1402238 46.8237646 0.1361347 4.4256918 2.7525795 0.1677908 0.4775527
## 132 2.4309148 16.0149320 0.3867412 13.5503146 1.4259135 0.2372927 0.1181370
## 832 0.5618903 45.0884058 0.1632765 7.9111559 1.4240165 0.2127865 0.1284917
## 622 2.4462543 26.4719965 0.4602076 7.8474555 9.9640683 0.1403120 0.3384296
## 102 4.1864205 4.6948664 0.1856927 9.7386932 13.8625461 0.2588259 0.3558502
## 192 2.7674743 15.5970858 0.3355404 12.0486264 6.4991524 0.1574695 0.3956286
## 512 2.1358696 43.4289277 0.4902216 1.1249335 12.7637128 0.1823525 0.4052060
## 702 1.9382026 31.6214702 0.2708043 12.8926551 9.5310539 0.2307229 0.1723591
## 172 2.3192522 21.4368861 0.2643571 8.5138515 11.2549928 0.2106836 0.2693899
## 232 1.4927436 55.6738010 0.3820518 8.9746545 10.1265288 0.2403728 0.5408932
## 522 2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 292 3.5530138 41.3684524 0.3614619 12.2980076 7.9556705 0.1007283 0.4448167
## 472 3.6381659 40.2739195 0.1512981 2.0938441 6.7183253 0.1462253 0.5113616
## 572 1.4541869 36.8119819 0.3117595 6.9541057 3.5096273 0.2031437 0.5545916
## 813 2.1909778 44.4799542 0.3247861 7.1857639 4.5200916 0.1371367 0.3878561
## 882 3.7508927 8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 582 2.4054220 50.3537853 0.3739636 8.3146811 10.1832744 0.1292354 0.1337266
## 162 2.4306993 51.0904426 0.4706274 2.6367178 4.1233681 0.2946266 0.3435252
## 662 1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 332 3.1514423 3.7886167 0.1597329 9.4156025 10.9521104 0.1415019 0.4721765
## 552 2.9468827 3.4407768 0.2205239 11.8964781 7.4056357 0.2064748 0.2837541
## 982 0.6819139 36.5533887 0.4097231 2.9463656 14.3004274 0.2919805 0.2633689
## 242 2.6067708 55.3229912 0.3646402 10.1326794 3.1861256 0.1252572 0.3856326
## 692 1.2702782 20.0087998 0.2067265 4.1416842 2.0435042 0.2132318 0.5600166
## 282 0.8442982 2.9816063 0.4795979 9.5423555 0.9150671 0.2883834 0.5966064
## 412 1.1183908 57.7270214 0.2312525 13.3777251 4.3663649 0.1939364 0.3523919
## 413 0.8613169 52.7294571 0.1165093 11.1672419 7.9075566 0.1466077 0.5075503
## 213 0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 532 1.6581783 19.4695260 0.2897544 5.8993027 7.0268625 0.2513289 0.4122089
## 902 1.6111057 49.5633522 0.1777959 0.8392787 3.7395385 0.1570988 0.5364438
## 362 0.6044611 37.9677461 0.2898525 8.2548315 14.0718140 0.1118324 0.4172469
## 342 1.1460680 23.6856348 0.4324826 8.8141474 8.4579355 0.1462275 0.2383339
## 592 1.9782809 56.7869025 0.4049545 5.2100562 11.6089032 0.1027685 0.2967178
## 352 4.7383091 17.5702356 0.4279187 1.5689171 14.9953741 0.2453617 0.1884954
## 862 1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 742 0.5021390 11.5361314 0.1240624 4.9070551 14.6728340 0.1232969 0.4378279
## 932 0.7672482 43.7655489 0.4351246 1.2221297 4.0827214 0.1310778 0.1543108
## 112 0.8115587 12.9818436 0.1442946 1.7784187 2.5834092 0.1063849 0.3329867
## 452 0.9473852 0.6303476 0.1347969 7.6455509 13.1533804 0.2848405 0.2160309
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 462 0.9130622 1.437804 1.4441157 0.9663347 1.9945348 46 5054 5.310781e-01
## 122 0.5805299 1.200396 1.3169421 1.5392958 0.1081343 12 7824 3.291196e-01
## 632 0.8869237 1.015035 1.2086488 0.4180534 1.9218851 63 8024 2.914631e-01
## 612 0.9199005 1.144617 1.5290578 0.4528317 0.2886629 6 6942 2.195616e-01
## 613 0.7652695 1.275884 1.1537408 0.8412759 0.5471447 61 578 2.702531e-01
## 962 0.6962178 1.065113 1.0979954 1.4449212 1.1202716 96 8423 2.483866e-01
## 272 0.4612774 1.603952 1.4852232 0.4827150 0.6213998 27 177 3.437198e-01
## 262 0.3376457 1.004376 0.9919196 0.5236577 0.2409301 26 5508 4.903370e-01
## 852 0.7780805 1.003883 0.5585226 0.9286186 0.8398819 85 82 7.488343e-02
## 722 0.3516390 1.740166 0.2441062 1.8328146 1.3602947 72 995 5.251765e-01
## 502 0.8598068 1.194934 1.6172569 0.3054211 0.7789004 50 3669 5.674774e-02
## 513 0.3697627 1.234456 0.9216642 1.7717416 0.9491127 51 1254 2.668053e-01
## 892 0.7819786 1.053780 0.2156483 0.8375900 0.3336302 89 4103 1.765731e-01
## 822 0.7569778 1.575607 1.6372074 1.1495433 1.2199420 82 465 2.917345e-01
## 212 0.6455672 1.515586 1.1269169 1.3328733 1.9187455 2 5897 2.495748e-01
## 672 0.5978626 1.303494 1.5896562 1.8896557 1.7003846 67 2552 2.574446e-01
## 652 0.4814200 1.401737 0.7802282 1.8985827 1.5735229 65 3003 3.828544e-01
## 432 0.3553713 1.573322 1.5593718 1.1877182 1.1004340 43 893 4.382072e-01
## 872 0.4968740 1.179781 0.4033399 1.1639206 0.6033722 87 5014 2.271465e-01
## 792 0.3311302 1.323297 1.9117229 1.5302799 1.6709768 79 2200 3.450733e-01
## 713 0.9388280 1.082722 0.8931955 0.2246538 1.8759478 71 2939 1.066786e-01
## 322 0.1309341 1.049735 0.5414309 1.1421273 1.3505493 32 3214 4.872742e-01
## 602 0.9012121 1.165378 1.8071785 1.2138437 0.7606092 60 9681 7.640956e-02
## 402 0.3096066 1.267646 0.4268627 0.2730577 1.7451620 40 3356 3.770626e-01
## 222 0.2832483 1.922145 1.5145468 1.9285252 0.3872417 22 737 4.417209e-01
## 752 0.1592089 1.215439 1.9352173 0.7657488 0.5428330 75 9688 4.206748e-01
## 313 0.6169484 1.306215 1.6664309 1.9888236 0.5311252 31 6044 9.386790e-02
## 913 0.1743927 1.179771 1.0520151 1.2447777 1.7686111 91 1007 4.036972e-01
## 422 0.2832660 1.411360 1.7240456 0.1822107 0.6668929 42 8064 5.103232e-01
## 302 0.4739964 1.234347 1.4601860 1.4996198 1.0501203 30 4342 1.031283e-01
## 542 0.1658471 1.469289 1.7356937 1.0830052 0.1159426 54 7408 4.609977e-01
## 372 0.7273503 1.940187 1.3986779 0.9789022 1.6476437 37 1217 3.467254e-01
## 142 0.1226191 1.653936 1.6036616 1.9199043 1.0262472 14 1795 6.088030e-01
## 562 0.5580406 1.770683 1.1353978 0.9354532 0.7728172 56 4077 4.563686e-01
## 772 0.6491635 1.080055 1.7079750 1.3464609 1.3738110 77 6026 -1.221849e-01
## 1002 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100 9099 5.391697e-01
## 642 0.4070213 1.986351 0.7231657 1.5922106 1.8356137 64 3312 3.386783e-01
## 972 0.2442878 1.319471 0.9794036 1.7373237 1.5744225 97 4933 3.602274e-01
## 182 0.8181055 1.883137 0.7566292 0.7159607 0.1955128 18 4200 2.051046e-01
## 392 0.3803811 1.148325 0.5343755 1.9393245 0.9061472 39 3532 2.725143e-01
## 942 0.1421548 1.851646 0.5612258 0.6645525 0.7004942 94 7217 5.067082e-01
## 202 0.7865595 1.261572 0.3719612 0.2090016 0.9000129 20 2391 1.283155e-01
## 442 0.7116275 1.247410 0.6050156 0.4716875 0.8076044 44 6764 -1.047826e-02
## 812 0.4734452 1.192401 1.3449995 0.9957604 1.2516301 8 5004 1.282617e-01
## 952 0.3939743 1.103646 1.7692819 0.4378215 1.7109384 95 6123 7.780430e-02
## 682 0.5174098 1.631390 0.6274619 0.1944079 0.2168547 68 9167 3.065013e-01
## 842 0.3929147 1.873401 1.9003127 0.1380209 1.8668526 84 3931 5.519053e-01
## 312 0.3711340 1.836492 1.4726866 1.7228532 0.3591769 3 3494 3.586927e-01
## 712 0.1815132 1.571005 0.5780597 0.4618857 1.1688740 7 706 4.422807e-01
## 482 0.3253652 1.115439 1.9942304 0.5926981 0.9911967 48 8866 1.536134e-01
## 382 0.7527791 1.293470 1.3719653 1.5856779 1.4452609 38 3237 -1.113314e-01
## 732 0.5610837 1.227570 1.2984805 1.3932931 1.5558770 73 2721 4.316926e-01
## 912 0.2248604 1.663657 0.8325073 1.0204074 1.7589968 9 5934 4.548535e-01
## 922 0.8477374 1.836214 1.8768113 1.4908241 1.7728976 92 1005 4.314163e-02
## 992 0.2365460 1.585737 1.6727967 1.3640529 0.1090854 99 4523 3.489278e-01
## 762 0.4111238 1.018561 0.8485674 0.5751015 0.8690104 76 415 6.205608e-02
## 802 0.7335131 1.341886 1.0858487 0.7777550 1.1440309 80 3283 5.059832e-03
## 252 0.5352164 1.170351 1.9969507 1.3104795 1.2714553 25 3804 -8.646476e-02
## 113 0.8970961 1.033028 1.0245331 1.7907642 0.4930361 11 1752 -1.348646e-01
## 492 0.1534011 1.542591 0.9496527 0.3865867 1.2116997 49 7735 4.266182e-01
## 152 0.2529330 1.159871 1.2694891 1.2253678 0.3437766 15 1080 2.794524e-01
## 782 0.9627291 1.234905 0.8718315 0.8435343 1.5137707 78 1205 8.119246e-03
## 132 0.9854594 1.403624 1.7532142 1.0680337 1.0780295 13 9919 -2.939504e-02
## 832 0.9439019 1.620943 0.1603868 0.6870437 1.9083232 83 5676 -4.689768e-02
## 622 0.2869314 1.206628 0.6879964 1.4109034 1.5394844 62 3052 2.187595e-01
## 102 0.7963999 1.845417 0.2956789 0.5029579 1.7267453 10 4411 1.119906e-01
## 192 0.3997139 1.546172 0.7704138 0.9012038 0.5794276 19 6505 1.715143e-01
## 512 0.6470131 1.488391 1.2440302 1.2655707 1.4225798 5 7285 4.168719e-01
## 702 0.3027831 1.824512 0.9094635 0.2217183 1.2393257 70 1106 2.740500e-01
## 172 0.5544086 1.422532 1.6503057 0.5528959 1.4647654 17 2249 -1.577075e-02
## 232 0.5513105 1.289288 0.3846172 0.6237507 1.8622866 23 5580 2.299819e-05
## 522 0.5798978 1.588572 1.1998841 0.8837116 0.3068198 52 2533 2.562203e-02
## 292 0.1895593 1.980162 0.6505244 1.4181253 1.7487341 29 3038 4.243199e-01
## 472 0.2150016 1.863809 0.9337972 1.7201381 1.9653277 47 4037 4.214357e-01
## 572 0.1456512 1.353085 0.9836987 1.1054259 1.9351773 57 5176 4.778405e-01
## 813 0.5005505 1.969861 0.6132443 0.3808846 1.0982441 81 948 3.083353e-01
## 882 0.5648352 1.734536 0.9721822 0.4014307 1.6764221 88 9787 -9.875002e-02
## 582 0.9528590 1.331282 1.5669641 1.1263939 1.8224229 58 9869 -2.773163e-01
## 162 0.1100558 1.992709 0.4747644 0.2698218 1.4085338 16 6625 4.465074e-01
## 662 0.9900806 1.456124 1.1610083 0.3437685 0.7431269 66 9125 -2.116826e-01
## 332 0.9773088 1.643913 0.2242407 1.8962078 0.4193384 33 4580 -2.475643e-01
## 552 0.9360644 1.866700 1.7881573 1.8449389 0.7192573 55 5946 -8.708737e-02
## 982 0.5272683 1.892592 0.6080738 1.2911031 1.8928582 98 7250 1.173543e-01
## 242 0.8117295 1.808165 0.1035483 0.8834563 0.9352696 24 8552 6.407307e-03
## 692 0.4260243 1.373501 0.3228994 1.6444722 1.3932900 69 2594 5.516281e-02
## 282 0.5408733 1.897104 1.5652902 1.8133974 0.9669966 28 5803 2.383102e-01
## 412 0.4213273 1.805660 0.6325021 0.2313612 1.6994740 4 9053 -3.988469e-02
## 413 0.3312359 1.390909 1.3905736 0.1711928 1.7782499 41 9459 -1.926418e-01
## 213 0.6080791 1.793820 0.2648830 0.1206472 1.0768259 21 6841 -2.220856e-01
## 532 0.1079490 1.948763 0.2863847 1.4336734 0.1687229 53 7914 5.343427e-01
## 902 0.6805852 1.456320 0.4474065 1.1640756 1.5936670 90 5239 2.914256e-01
## 362 0.4893251 1.506893 0.2734149 0.5577553 1.3184099 36 4055 -3.879141e-01
## 342 0.8368970 1.689157 1.2307975 1.3148514 0.8695490 34 7224 -3.136731e-01
## 592 0.3977385 1.796677 0.1345125 0.7026631 1.3480638 59 8281 2.239012e-01
## 352 0.2496649 1.901384 0.1972994 0.9011711 0.8835245 35 8708 2.654407e-01
## 862 0.2121129 1.812964 0.1934825 1.6667820 1.1793951 86 7402 1.577526e-01
## 742 0.4595834 1.157634 1.6286380 0.3599406 0.6872486 74 9387 -4.922326e-01
## 932 0.4414554 1.525440 1.8426234 1.2018530 1.6078887 93 3105 -1.714562e-01
## 112 0.8753956 1.711704 0.1848190 0.6374017 0.6339056 1 8506 -5.881022e-01
## 452 0.6910346 1.524622 0.6190984 1.5612780 0.6456967 45 7204 2.472628e-01
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 462 0.45233378 0.65634844 -12.003560 -22.86499 -0.1448195 -0.6772229
## 122 0.34942192 0.37140348 -13.092097 -26.97224 -0.2117620 -0.2777412
## 632 0.31231922 0.37033849 -9.689303 -18.85864 -0.2039978 -0.3471815
## 612 0.21861967 0.29205870 -10.693841 -21.46518 -0.1820104 -0.3028278
## 613 0.27565601 0.34843012 -13.614491 -29.98586 -0.2492552 -0.3384120
## 962 0.26871494 0.34554972 -11.511031 -23.52508 -0.2269784 -0.4061584
## 272 0.29989552 0.38102532 -21.217222 -63.61700 -0.3591755 -0.1606872
## 262 0.40797705 0.56379021 -11.924790 -22.39539 -0.1550846 -1.3776151
## 852 -1.16794360 0.17435514 -10.040807 -19.64241 -0.2450170 -0.6693788
## 722 0.32754651 0.56300797 -24.262419 -85.45077 -0.3767343 -0.2920248
## 502 -0.19728929 0.25842189 -11.059517 -21.73691 -0.2097765 -0.7712001
## 513 0.18468238 0.37714403 -16.997942 -41.56473 -0.3305198 -0.4074540
## 892 -0.05429329 0.34625228 -10.483228 -20.69962 -0.2098562 -0.8287930
## 822 0.34182990 0.31722843 -17.106082 -42.60568 -0.2982654 -0.4236425
## 212 0.27624185 0.36387506 -18.207669 -48.32581 -0.3620707 -0.4086108
## 672 0.29467808 0.28620942 -14.876055 -33.48406 -0.2401353 -0.5198755
## 652 0.30044722 0.51394547 -17.200150 -41.90783 -0.3194086 -0.5826113
## 432 0.41563129 0.50474759 -22.239189 -70.33287 -0.3680812 -0.5867642
## 872 0.21501917 0.33115901 -15.045127 -34.76805 -0.2825780 -0.7578064
## 792 0.39045700 0.35970176 -19.579991 -54.43256 -0.3358268 -0.4340325
## 713 -0.45954905 0.29917428 -9.561688 -18.10203 -0.2170407 -0.7854503
## 322 0.32736164 0.55186746 -18.396645 -47.09270 -0.2907656 -1.0879949
## 602 -1.06393883 0.17406669 -11.336182 -23.40694 -0.2685475 -0.6999926
## 402 0.25400204 0.41313298 -18.529348 -48.13262 -0.3165299 -0.9105144
## 222 0.31019478 0.39640358 -27.389536 -119.90514 -0.3761020 -0.4792881
## 752 0.23057761 0.40013526 -20.422314 -57.72357 -0.2513308 -0.9081033
## 313 -0.38240969 0.28332140 -15.708560 -37.78710 -0.3137531 -0.6481002
## 913 0.19164427 0.38428723 -18.870097 -49.18461 -0.2370240 -0.8467022
## 422 0.36943166 0.74263174 -17.817763 -44.12634 -0.2516114 -0.8855214
## 302 -0.36025611 0.28730110 -16.682750 -41.97039 -0.3256258 -0.6772026
## 542 0.27689084 0.45067506 -24.182188 -84.90091 -0.3186203 -1.0184669
## 372 0.32124084 0.45508451 -21.959599 -69.41232 -0.4043561 -0.5614525
## 142 0.45272112 0.69256313 -27.422275 -119.48776 -0.4094241 -0.7515041
## 562 0.24277933 0.57175129 -22.101622 -69.36995 -0.3661693 -1.1577535
## 772 -2.01671727 0.27692977 -12.344751 -25.62615 -0.2030800 -1.5693029
## 1002 0.34958057 0.55383100 -27.018926 -114.54346 -0.3911739 -1.0482805
## 642 0.26992605 0.42490499 -25.650225 -99.18327 -0.4364382 -0.4735887
## 972 0.29326504 0.35035925 -20.655508 -60.09297 -0.3058286 -0.6443671
## 182 0.18196992 0.29689041 -20.721960 -62.52032 -0.3947328 -0.5587804
## 392 0.07137832 0.43424527 -16.311063 -39.49813 -0.3344906 -0.8048194
## 942 0.29331845 0.48837545 -28.776547 -139.01287 -0.4586499 -0.8027471
## 202 -0.58881583 0.33215375 -13.393710 -29.40074 -0.2948821 -0.9112010
## 442 -0.67979256 0.27610946 -14.271083 -32.21339 -0.2698380 -1.0124039
## 812 -0.48334227 0.35991612 -15.801818 -37.92003 -0.3235289 -0.8335987
## 952 -0.25720115 0.35194085 -14.493953 -31.23522 -0.2820162 -0.9997873
## 682 0.31397970 0.36249348 -21.232733 -64.66066 -0.4062052 -0.7701846
## 842 0.25701190 0.58939308 -24.249402 -84.95147 -0.2618879 -1.9046311
## 312 0.30763115 0.37011583 -25.672252 -99.98662 -0.4042928 -0.6711291
## 712 0.32408892 0.49304073 -25.337481 -95.90631 -0.4070795 -1.0618433
## 482 -0.71143753 0.36813182 -15.988897 -37.21079 -0.3667637 -0.6981662
## 382 -1.52942108 0.34418371 -14.108444 -30.62878 -0.1866111 -1.6301888
## 732 0.32533445 0.70852437 -13.765525 -28.65153 -0.2117632 -1.1805400
## 912 0.34346936 0.57631879 -25.690692 -99.56660 -0.4280537 -0.7764530
## 922 -0.88568521 0.28246722 -18.200677 -46.87457 -0.3749478 -0.8017344
## 992 0.07473225 0.54308819 -23.443324 -78.51126 -0.4126050 -0.6007859
## 762 -0.91353091 0.41737373 -12.580750 -25.27317 -0.2759502 -1.1604742
## 802 -1.19253334 0.43793401 -12.151756 -23.36445 -0.2111617 -1.2449809
## 252 -1.94821161 0.22369559 -14.495814 -32.28099 -0.2874854 -1.8557729
## 113 -1.66875367 0.37015716 -9.573880 -18.08130 -0.1847009 -1.5659055
## 492 0.20000988 0.43809476 -25.116739 -93.31110 -0.3534536 -1.5075931
## 152 -0.22471849 0.56573187 -17.166265 -41.49364 -0.3234870 -0.9375439
## 782 -1.10363332 0.38996744 -10.755721 -20.93253 -0.2219602 -1.2849048
## 132 -0.33672300 0.15073997 -12.462791 -25.63415 -0.2787127 -0.7351763
## 832 -0.51418074 0.30172009 -15.423726 -34.75744 -0.2792071 -1.3407805
## 622 -0.15698963 0.45181269 -18.198284 -46.98314 -0.3576076 -0.9516815
## 102 -0.31117903 0.22965796 -20.788680 -63.33448 -0.4604258 -0.4790396
## 192 -0.24412762 0.37497312 -21.299292 -64.33910 -0.4214847 -0.8191381
## 512 0.31749532 0.62832497 -17.429374 -43.99103 -0.3072009 -1.1508796
## 702 0.15685923 0.44059701 -26.207971 -105.03249 -0.4819632 -0.7770484
## 172 -0.76666847 0.20096199 -18.151452 -48.26024 -0.3923167 -0.8443539
## 232 -1.25663698 0.25019819 -16.195759 -39.45972 -0.3562979 -1.0991403
## 522 -0.18819269 0.17315856 -20.207238 -59.24772 -0.4368929 -0.5405411
## 292 0.16075161 0.41817787 -29.246468 -147.37284 -0.4262106 -1.2584920
## 472 0.16902899 0.45150703 -27.309951 -117.53058 -0.3364151 -2.9544727
## 572 0.33930121 0.72282572 -22.013326 -67.88068 -0.3497469 -1.2292245
## 813 0.11288517 0.50063258 -24.352720 -86.92165 -0.4356367 -1.0311119
## 882 -0.92662740 0.12151478 -22.099410 -71.18574 -0.4763298 -0.9291376
## 582 -2.04464149 0.05534765 -12.851841 -28.16070 -0.2754459 -1.6494052
## 162 0.09106397 0.45834403 -30.057705 -161.17831 -0.4178443 -2.6339603
## 662 -1.61983441 -0.03208931 -14.095474 -32.29857 -0.3124855 -1.3058802
## 332 -2.44459842 0.01076585 -16.339222 -40.82575 -0.3641931 -1.5779218
## 552 -1.10853650 0.04460757 -19.173510 -53.67292 -0.4331683 -0.9080772
## 982 -0.34748651 0.33931851 -24.035109 -84.54316 -0.5302857 -0.6770660
## 242 -0.69346589 0.30411585 -19.222531 -52.93676 -0.3987948 -1.3470776
## 692 -1.03362209 0.51065810 -16.877611 -40.09161 -0.3100713 -1.5069537
## 282 -0.18005677 0.62479117 -21.659119 -65.57474 -0.2010179 -1.9762568
## 412 -1.23462445 0.32249466 -23.439548 -78.57076 -0.4782917 -1.2802937
## 413 -2.67142700 0.25354317 -20.024701 -55.97754 -0.4252638 -1.7269249
## 213 -2.11747863 0.04775686 -22.068308 -70.36578 -0.4984340 -1.3983157
## 532 0.33079704 0.64656795 -30.160641 -164.01358 -0.4830735 -2.0326329
## 902 0.16010896 0.65540212 -15.497199 -34.85039 -0.2605471 -1.9092560
## 362 -3.73564305 0.13016351 -20.217851 -58.25298 -0.4085683 -2.2581811
## 342 -2.34196236 -0.02319902 -18.145053 -48.47924 -0.3941635 -1.6315237
## 592 -0.20601390 0.50543226 -24.537254 -88.85634 -0.4735480 -1.4406907
## 352 0.12994472 0.45109755 -27.803989 -123.87923 -0.3730812 -3.6773379
## 862 -0.48871080 0.53489593 -27.107392 -114.66587 -0.5624238 -1.3012617
## 742 -2.68914695 0.26893393 -16.473311 -40.22567 -0.1464384 -3.5608018
## 932 -1.21264708 0.47253276 -19.539011 -52.64122 -0.3450851 -1.5957849
## 112 -1.95787363 0.33111245 -17.676315 -43.82513 -0.2260402 -3.2032803
## 452 0.43228770 0.64340337 -16.778505 -39.04070 -0.4458372 -2.3348486
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE valNSE
## 462 -0.3617371 0.40222294 -12.003560 -22.86499 -0.1448195 0.03107430
## 122 -0.2711853 0.45406007 -13.092097 -26.97224 -0.2117620 -0.25548232
## 632 -0.3153992 0.44013041 -9.689303 -18.85864 -0.2039978 -0.25771402
## 612 -0.5107929 0.38499939 -10.693841 -21.46518 -0.1820104 -0.56469712
## 613 -0.3752745 0.44141523 -13.614491 -29.98586 -0.2492552 -0.31466965
## 962 -0.3845832 0.41611131 -11.511031 -23.52508 -0.2269784 -0.32710073
## 272 -0.2061329 0.49528175 -21.217222 -63.61700 -0.3591755 -0.02623851
## 262 -0.9351213 0.26937001 -11.924790 -22.39539 -0.1550846 0.25801181
## 852 -3.3690167 0.35429018 -10.040807 -19.64241 -0.2450170 -0.64139005
## 722 -0.3032212 0.47187998 -24.262419 -85.45077 -0.3767343 0.27053027
## 502 -1.5138486 0.30028640 -11.059517 -21.73691 -0.2097765 -1.00638409
## 513 -0.6692758 0.41837464 -16.997942 -41.56473 -0.3305198 -0.40923602
## 892 -1.1334640 0.29331289 -10.483228 -20.69962 -0.2098562 -0.56964270
## 822 -0.4104818 0.37923967 -17.106082 -42.60568 -0.2982654 -0.23734844
## 212 -0.3875180 0.43708778 -18.207669 -48.32581 -0.3620707 -0.47099944
## 672 -0.5116480 0.31433775 -14.876055 -33.48406 -0.2401353 -0.29241634
## 652 -0.5273228 0.38953123 -17.200150 -41.90783 -0.3194086 -0.15032434
## 432 -0.3821877 0.42808294 -22.239189 -70.33287 -0.3680812 0.12214144
## 872 -0.7202227 0.33330008 -15.045127 -34.76805 -0.2825780 -0.38189490
## 792 -0.3910060 0.38472204 -19.579991 -54.43256 -0.3358268 -0.04498827
## 713 -1.6426379 0.26213576 -9.561688 -18.10203 -0.2170407 -0.64304313
## 322 -0.7284563 0.33514099 -18.396645 -47.09270 -0.2907656 0.20631981
## 602 -3.2793218 0.30937510 -11.336182 -23.40694 -0.2685475 -0.61015394
## 402 -0.7813240 0.34574664 -18.529348 -48.13262 -0.3165299 0.06815644
## 222 -0.5307050 0.40495734 -27.389536 -119.90514 -0.3761020 0.28951495
## 752 -0.9496150 0.27370880 -20.422314 -57.72357 -0.2513308 0.26334717
## 313 -1.8387358 0.33444137 -15.708560 -37.78710 -0.3137531 -0.88453525
## 913 -0.8910200 0.25575090 -18.870097 -49.18461 -0.2370240 0.20362950
## 422 -0.6564732 0.25659462 -17.817763 -44.12634 -0.2516114 0.06594837
## 302 -1.9388088 0.32754743 -16.682750 -41.97039 -0.3256258 -0.89871063
## 542 -0.9661714 0.31600703 -24.182188 -84.90091 -0.3186203 0.30875250
## 372 -0.5481057 0.39974000 -21.959599 -69.41232 -0.4043561 -0.33218753
## 142 -0.5258880 0.39566225 -27.422275 -119.48776 -0.4094241 0.24653868
## 562 -0.7518193 0.34967737 -22.101622 -69.36995 -0.3661693 0.16142477
## 772 -5.7345186 0.18583892 -12.344751 -25.62615 -0.2030800 -1.14605447
## 1002 -0.7428769 0.37177386 -27.018926 -114.54346 -0.3911739 0.39930882
## 642 -0.5886921 0.41302738 -25.650225 -99.18327 -0.4364382 -0.39348364
## 972 -0.6863081 0.28095152 -20.655508 -60.09297 -0.3058286 0.09241038
## 182 -0.7261953 0.36705217 -20.721960 -62.52032 -0.3947328 -0.51313746
## 392 -0.9043116 0.30307904 -16.311063 -39.49813 -0.3344906 -0.28089053
## 942 -0.7385309 0.42596667 -28.776547 -139.01287 -0.4586499 0.31148138
## 202 -2.0866976 0.25964901 -13.393710 -29.40074 -0.2948821 -0.74347555
## 442 -2.1202536 0.23443207 -14.271083 -32.21339 -0.2698380 -0.92588448
## 812 -1.9857058 0.27946644 -15.801818 -37.92003 -0.3235289 -0.72407197
## 952 -1.3363270 0.23668100 -14.493953 -31.23522 -0.2820162 -0.97976800
## 682 -0.6011494 0.36085233 -21.232733 -64.66066 -0.4062052 -0.07641188
## 842 -1.1803160 0.20846762 -24.249402 -84.95147 -0.2618879 0.52883621
## 312 -0.6337134 0.34462246 -25.672252 -99.98662 -0.4042928 -0.05604936
## 712 -0.8493662 0.34642873 -25.337481 -95.90631 -0.4070795 0.10427853
## 482 -2.0102225 0.29659112 -15.988897 -37.21079 -0.3667637 -0.49799349
## 382 -4.0524791 0.11576920 -14.108444 -30.62878 -0.1866111 -1.08506539
## 732 -0.7031495 0.13522314 -13.765525 -28.65153 -0.2117632 -0.08175966
## 912 -0.6113011 0.35123259 -25.690692 -99.56660 -0.4280537 -0.04843787
## 922 -2.5061054 0.28914945 -18.200677 -46.87457 -0.3749478 -0.96568047
## 992 -1.2557517 0.32610671 -23.443324 -78.51126 -0.4126050 -0.61259117
## 762 -2.5154336 0.18830125 -12.580750 -25.27317 -0.2759502 -0.70278714
## 802 -3.5974886 0.12104142 -12.151756 -23.36445 -0.2111617 -1.09407985
## 252 -6.5754920 0.19433310 -14.495814 -32.28099 -0.2874854 -1.24398540
## 113 -4.1450199 0.08950174 -9.573880 -18.08130 -0.1847009 -1.22085306
## 492 -1.3686216 0.25782280 -25.116739 -93.31110 -0.3534536 0.26931610
## 152 -1.5124483 0.21978953 -17.166265 -41.49364 -0.3234870 -0.31861519
## 782 -3.3158784 0.11128590 -10.755721 -20.93253 -0.2219602 -0.98962392
## 132 -1.3315742 0.16782840 -12.462791 -25.63415 -0.2787127 -1.02903862
## 832 -2.2161340 0.15495660 -15.423726 -34.75744 -0.2792071 -1.13045479
## 622 -1.9537497 0.23021630 -18.198284 -46.98314 -0.3576076 -0.71438944
## 102 -1.2148800 0.33213861 -20.788680 -63.33448 -0.4604258 -0.65974390
## 192 -1.9469838 0.28254428 -21.299292 -64.33910 -0.4214847 -0.75078081
## 512 -0.6280494 0.15577899 -17.429374 -43.99103 -0.3072009 -0.23178007
## 702 -0.8818922 0.32094140 -26.207971 -105.03249 -0.4819632 -0.46694235
## 172 -2.1756663 0.22987785 -18.151452 -48.26024 -0.3923167 -1.00780601
## 232 -3.4773648 0.19170409 -16.195759 -39.45972 -0.3562979 -0.78365664
## 522 -0.9772622 0.27162472 -20.207238 -59.24772 -0.4368929 -0.86838831
## 292 -1.1760721 0.25952561 -29.246468 -147.37284 -0.4262106 0.22769153
## 472 -2.2279008 0.14981065 -27.309951 -117.53058 -0.3364151 0.39963852
## 572 -0.7805887 0.14893311 -22.013326 -67.88068 -0.3497469 0.18847926
## 813 -1.2779303 0.23459625 -24.352720 -86.92165 -0.4356367 -0.40945306
## 882 -2.9170780 0.24298822 -22.099410 -71.18574 -0.4763298 -1.31764557
## 582 -5.4496065 0.03970329 -12.851841 -28.16070 -0.2754459 -1.64923103
## 162 -1.9881045 0.17479143 -30.057705 -161.17831 -0.4178443 0.49578167
## 662 -4.4812401 0.05481321 -14.095474 -32.29857 -0.3124855 -1.20145195
## 332 -6.8658429 0.10481318 -16.339222 -40.82575 -0.3641931 -1.42502533
## 552 -3.1549420 0.16876637 -19.173510 -53.67292 -0.4331683 -1.05718471
## 982 -1.1619495 0.26381217 -24.035109 -84.54316 -0.5302857 -0.59742848
## 242 -3.0013963 0.12958925 -19.222531 -52.93676 -0.3987948 -1.03305633
## 692 -3.1516391 0.01456837 -16.877611 -40.09161 -0.3100713 -0.68913682
## 282 -1.6700620 -0.10315769 -21.659119 -65.57474 -0.2010179 -0.19773862
## 412 -3.2895165 0.15865408 -23.439548 -78.57076 -0.4782917 -1.05877426
## 413 -6.7398586 0.08738796 -20.024701 -55.97754 -0.4252638 -1.38630959
## 213 -5.9313402 0.15964583 -22.068308 -70.36578 -0.4984340 -1.26049652
## 532 -1.1386520 0.13242061 -30.160641 -164.01358 -0.4830735 0.48076243
## 902 -1.1733532 -0.09945491 -15.497199 -34.85039 -0.2605471 -0.10102380
## 362 -10.2702288 0.04318746 -20.217851 -58.25298 -0.4085683 -1.66534899
## 342 -6.3514893 0.02820540 -18.145053 -48.47924 -0.3941635 -1.47909388
## 592 -2.3815732 0.07813517 -24.537254 -88.85634 -0.4735480 -0.66243347
## 352 -2.2901579 -0.05387632 -27.803989 -123.87923 -0.3730812 0.48910143
## 862 -2.1090686 0.12871101 -27.107392 -114.66587 -0.5624238 -0.71649235
## 742 -7.5982921 -0.34743946 -16.473311 -40.22567 -0.1464384 -1.55039564
## 932 -3.6838517 -0.19763898 -19.539011 -52.64122 -0.3450851 -1.02999973
## 112 -6.3002826 -0.46562420 -17.676315 -43.82513 -0.2260402 -1.45057846
## 452 0.1165955 -0.33605348 -16.778505 -39.04070 -0.4458372 0.07729125
## vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE treatment
## 462 0.11252101 0.209716992 -34.86965 -86.18038 0.1555730733 Static
## 122 -0.62843058 0.082523212 -38.14528 -102.36205 0.1109020993 Static
## 632 -1.04966938 0.129115344 -31.58518 -81.85565 -0.0123977868 Static
## 612 -1.61561435 -0.038921194 -33.60444 -88.95823 0.0510903819 Static
## 613 -1.16743281 0.100892017 -40.54490 -117.59736 0.0499713526 Static
## 962 -1.23489107 0.098958051 -35.84685 -97.41451 0.0419490539 Static
## 272 0.10181780 0.147756737 -57.45858 -221.90140 -0.1002361278 Static
## 262 0.47817597 0.326075922 -34.68596 -84.72635 0.1287873897 Static
## 852 -4.75489210 0.079450455 -33.01657 -87.75222 -0.0153360415 Static
## 722 0.59302997 0.300534707 -64.15280 -285.95385 -0.1834290903 Static
## 502 -4.30697010 -0.179927656 -33.93889 -87.59508 0.0995989321 Static
## 513 -1.68808447 0.081757398 -47.86277 -152.85453 -0.0071651156 Static
## 892 -2.98809388 0.053571950 -33.19745 -87.00482 0.0436060064 Static
## 822 -0.30578128 0.030715720 -48.10728 -155.67947 0.0027977924 Static
## 212 -1.39310422 0.008037308 -51.44563 -179.87084 -0.0473356276 Static
## 672 -0.51618237 0.026009319 -42.64997 -124.80516 0.0675248867 Static
## 652 -0.74697587 0.184235095 -47.91163 -151.62980 -0.0041360004 Static
## 432 0.04818827 0.291623191 -59.82972 -243.11739 -0.1162990835 Static
## 872 -1.03422432 0.034615468 -43.67415 -132.45882 0.0364919968 Static
## 792 0.05763245 0.138837305 -53.87270 -194.05067 -0.0587893770 Static
## 713 -3.83930351 0.050363619 -31.20592 -79.34299 0.0206940171 Static
## 322 0.28265685 0.301470143 -50.63334 -167.25083 -0.0453994400 Static
## 602 -4.37518499 0.085153688 -36.37651 -102.07447 -0.0147074011 Static
## 402 0.31392815 0.165318348 -51.03363 -171.53692 -0.0341548072 Static
## 222 0.50904750 0.296559848 -71.76490 -396.18570 -0.2296042849 Static
## 752 0.53673181 0.234641550 -55.08563 -198.30725 -0.0931170519 Static
## 313 -5.09035756 -0.049972793 -45.77066 -146.06020 0.0040406344 Static
## 913 0.41644339 0.198529480 -51.39721 -171.21991 -0.0603723816 Static
## 422 -0.28851595 0.300157806 -49.04842 -156.35846 -0.0234906073 Static
## 302 -5.16952607 -0.054139450 -48.09962 -160.57875 -0.0137087036 Static
## 542 0.59890447 0.279655679 -64.13315 -285.33268 -0.1755269650 Static
## 372 -0.98254034 0.072318900 -59.54843 -243.52854 -0.1273256692 Static
## 142 0.40141277 0.340527889 -71.87338 -395.52226 -0.2712684840 Static
## 562 0.24435266 0.275059469 -59.41475 -238.85598 -0.1215472860 Static
## 772 -8.96246780 -0.083331256 -37.01994 -102.35101 0.0544463323 Static
## 1002 0.57681203 0.410803508 -70.87723 -379.35432 -0.2331811888 Static
## 642 -1.22189301 0.050677875 -67.89446 -335.56934 -0.2116637366 Static
## 972 0.35846986 0.154645443 -56.16087 -210.42509 -0.0691100347 Static
## 182 -1.54835359 -0.009778519 -57.28529 -227.18979 -0.0999325952 Static
## 392 -2.08761592 0.190158347 -46.80813 -149.31176 -0.0051135011 Static
## 942 0.60305975 0.305089908 -75.10234 -457.72246 -0.2993072378 Static
## 202 -4.99009867 0.033041139 -40.95317 -121.77727 0.0150388502 Static
## 442 -4.78721324 -0.061478783 -42.32887 -128.65530 0.0167007811 Static
## 812 -4.97520045 0.033801175 -45.87147 -145.73256 0.0056168640 Static
## 952 -4.21525173 -0.106634997 -41.40188 -116.99514 0.0510399737 Static
## 682 -0.05149556 0.136799860 -57.97157 -228.95644 -0.1114445520 Static
## 842 0.83708714 0.570050852 -63.64012 -278.97073 -0.1478297933 Static
## 312 0.13355903 0.088495290 -67.80084 -335.77582 -0.2039135047 Static
## 712 0.35716170 0.205089294 -67.11386 -323.89069 -0.2036168524 Static
## 482 -3.73229280 0.127385251 -46.05292 -142.32308 -0.0077548420 Static
## 382 -7.48846929 -0.078343428 -39.60977 -110.56028 0.0715567225 Static
## 732 -0.37114441 0.268938484 -39.37054 -106.37730 0.1092544702 Static
## 912 -0.45701248 0.224025693 -67.97961 -336.41266 -0.2174359803 Static
## 922 -5.90138478 -0.063486754 -50.85608 -172.02371 -0.0203989482 Static
## 992 -2.74623519 0.017791130 -62.65020 -268.95785 -0.1843546268 Static
## 762 -4.80417784 0.044331130 -37.54993 -100.15340 0.0912867275 Static
## 802 -7.51326796 -0.102843014 -35.49394 -89.62995 0.1634202896 Static
## 252 -8.90237707 -0.116263556 -41.93471 -122.64366 0.0371608108 Static
## 113 -8.62765752 -0.119870522 -30.78597 -78.73531 0.0202475794 Static
## 492 0.61667924 0.238198464 -66.35941 -312.22567 -0.1982824650 Static
## 152 -2.76818078 0.198092405 -47.94040 -151.09873 -0.0095457984 Static
## 782 -7.05459521 -0.062317031 -33.33268 -85.54232 0.0988354007 Static
## 132 -4.32043218 -0.131749631 -37.83881 -103.51024 0.0740803077 Static
## 832 -5.21178703 -0.145442862 -43.03667 -125.02400 0.0297343576 Static
## 622 -3.42447558 -0.016564241 -50.66306 -170.85463 -0.0371820689 Static
## 102 -3.61464749 0.033682704 -58.34148 -238.87377 -0.1356595652 Static
## 192 -3.86804257 -0.017876859 -58.11726 -228.89014 -0.1162191872 Static
## 512 -0.97057387 0.171069703 -48.85349 -160.26025 -0.0004753558 Static
## 702 -1.69562316 0.037219289 -69.36546 -356.98505 -0.2357378008 Static
## 172 -5.45869179 -0.084690087 -51.77755 -183.77656 -0.0532429096 Static
## 232 -5.87989257 0.033257608 -47.32430 -154.59206 -0.0126759470 Static
## 522 -3.64467519 -0.078078621 -56.51729 -220.42178 -0.1088989382 Static
## 292 0.50972595 0.205987538 -76.14621 -482.09423 -0.2933762392 Static
## 472 0.73603477 0.350704673 -71.37532 -385.01151 -0.2524040844 Static
## 572 -0.21413723 0.398924175 -59.13803 -233.33918 -0.1441581109 Static
## 813 -1.78235337 0.086774350 -64.90526 -297.57568 -0.1796641601 Static
## 882 -7.55590461 -0.212139629 -60.80969 -259.75509 -0.1565246291 Static
## 582 -11.11901738 -0.266209047 -39.79754 -118.09713 0.0035615006 Static
## 162 0.71898318 0.427177577 -77.89859 -521.48818 -0.3098514443 Static
## 662 -6.98295762 -0.137079986 -43.11003 -134.85315 -0.0099556614 Static
## 332 -11.32801441 -0.172706251 -48.36694 -164.93335 -0.0378533423 Static
## 552 -6.03507958 -0.092335166 -54.65301 -206.65662 -0.0969969427 Static
## 982 -2.92989067 0.041124063 -64.66393 -296.23781 -0.1998979257 Static
## 242 -6.06658755 -0.112554492 -53.53154 -193.53896 -0.0678267021 Static
## 692 -5.50118185 0.070112814 -47.03976 -145.46653 0.0110057683 Static
## 282 -2.73338770 0.256598430 -56.16875 -205.25288 -0.1277845957 Static
## 412 -6.53288041 -0.090378553 -63.16047 -275.47423 -0.1751054945 Static
## 413 -11.16079477 -0.159085990 -55.20358 -202.59684 -0.0904385532 Static
## 213 -8.68200064 -0.135584379 -60.77711 -257.47822 -0.1665048976 Static
## 532 0.68200033 0.527847340 -78.32904 -535.72769 -0.3180600522 Static
## 902 -0.73933805 0.293506906 -43.62857 -127.34659 0.0643952510 Static
## 362 -14.60617165 -0.237360524 -55.53324 -208.96900 -0.1076159871 Static
## 342 -10.01363339 -0.206400388 -52.15109 -188.14234 -0.0595736297 Static
## 592 -3.32839170 0.006582237 -65.46400 -305.90051 -0.1947749451 Static
## 352 0.72724747 0.397750050 -72.52334 -405.12751 -0.2557619185 Static
## 862 -3.94239273 0.013564550 -71.51781 -387.88941 -0.3086370732 Static
## 742 -12.79380238 -0.205425444 -44.08597 -133.35771 0.0360510167 Static
## 932 -7.10624473 -0.005999744 -52.59810 -180.80306 -0.0626875515 Static
## 112 -11.49734779 -0.212578310 -46.60148 -143.75452 0.0266433258 Static
## 452 -0.32531011 0.549964737 -47.12489 -141.97619 -0.2051625256 Static
## weightedcal
## 462 0.1287017323
## 122 0.1211490501
## 632 0.1180663241
## 612 0.1014944842
## 613 0.0960799998
## 962 0.0945664515
## 272 0.0680531479
## 262 0.0571427151
## 852 0.0546366017
## 722 0.0475728563
## 502 0.0452549466
## 513 0.0439274359
## 892 0.0417283470
## 822 0.0404871467
## 212 0.0375085537
## 672 0.0371012385
## 652 0.0350613135
## 432 0.0300008859
## 872 0.0253610647
## 792 0.0244476185
## 713 0.0225475159
## 322 0.0221876743
## 602 0.0204137782
## 402 0.0146083895
## 222 0.0144276763
## 752 0.0111890198
## 313 0.0103441160
## 913 0.0093634307
## 422 0.0024916201
## 302 0.0009608015
## 542 -0.0013066158
## 372 -0.0023080771
## 142 -0.0068809116
## 562 -0.0082459733
## 772 -0.0086205591
## 1002 -0.0097000380
## 642 -0.0117053892
## 972 -0.0124385559
## 182 -0.0138403247
## 392 -0.0157057624
## 942 -0.0163415915
## 202 -0.0176165282
## 442 -0.0177029637
## 812 -0.0220312368
## 952 -0.0226675906
## 682 -0.0226764339
## 842 -0.0267101641
## 312 -0.0298351877
## 712 -0.0303253738
## 482 -0.0350862734
## 382 -0.0354209495
## 732 -0.0382700334
## 912 -0.0384105548
## 922 -0.0428991582
## 992 -0.0432491238
## 762 -0.0438244670
## 802 -0.0450601551
## 252 -0.0465761317
## 113 -0.0475995675
## 492 -0.0478154130
## 152 -0.0518487165
## 782 -0.0553371733
## 132 -0.0554421376
## 832 -0.0621252397
## 622 -0.0636956649
## 102 -0.0641435699
## 192 -0.0694702324
## 512 -0.0757109646
## 702 -0.0805109062
## 172 -0.0812194418
## 232 -0.0822968906
## 522 -0.0826340831
## 292 -0.0833424933
## 472 -0.0933022351
## 572 -0.1004068792
## 813 -0.1005202183
## 882 -0.1166707873
## 582 -0.1178712958
## 162 -0.1215264383
## 662 -0.1288361444
## 332 -0.1296899359
## 552 -0.1322009673
## 982 -0.1332367529
## 242 -0.1346027990
## 692 -0.1477514874
## 282 -0.1520877991
## 412 -0.1598188149
## 413 -0.1689379225
## 213 -0.1693940662
## 532 -0.1753264503
## 902 -0.1800010188
## 362 -0.1826904317
## 342 -0.1829790634
## 592 -0.1977064255
## 352 -0.2134787340
## 862 -0.2168564035
## 742 -0.2469389490
## 932 -0.2713620342
## 112 -0.3458321842
## 452 -0.3909453594
topstatic<- ordereddist[ordereddist$treatment=="Static",]
topssurgo<- ordereddist[ordereddist$treatment=="SSURGO",]
toprss<- ordereddist[ordereddist$treatment=="RSS",]
toprss
## m k soil_dep m_v k_v gw1 gw2
## 121 4.4388956 18.0799194 0.3573418 6.0410870 2.5733646 0.1354503 0.3373051
## 610 4.8891358 32.0090634 0.3800983 3.6240831 11.8575245 0.1094853 0.2217362
## 511 3.5229947 9.5197485 0.2260492 13.2187292 4.7838510 0.2170071 0.3075977
## 961 3.6671442 34.9177797 0.1403224 8.3589353 7.2720624 0.2991330 0.2324850
## 631 4.6038171 27.9017075 0.2948591 5.1657625 14.2584098 0.2813510 0.2924784
## 501 3.5589297 20.7278387 0.1706288 8.5466688 2.3576462 0.1615415 0.1148921
## 611 4.7037319 20.8604306 0.3544561 7.7378925 5.4111998 0.2195332 0.3728983
## 651 2.6138313 5.6710789 0.1625157 2.5374665 3.2755683 0.2793105 0.2388880
## 131 2.4309148 16.0149320 0.3867412 13.5503146 1.4259135 0.2372927 0.1181370
## 791 3.4394860 51.9380326 0.4345161 11.4457054 6.8780050 0.2241162 0.2052367
## 311 3.1086098 55.8135024 0.2009914 12.1085379 7.6517125 0.1682955 0.4513853
## 891 4.7515440 17.0405505 0.3755550 10.0112887 5.7827586 0.2041247 0.4988047
## 431 2.6042830 25.6173303 0.1022973 5.3535854 5.5744954 0.2864952 0.3670720
## 821 4.0588411 38.5109186 0.1124772 3.8984715 4.7403682 0.1814567 0.1058140
## 671 4.5003882 58.5358617 0.2373027 11.0516171 2.5323886 0.1129073 0.2619864
## 871 3.8669694 56.2992036 0.3694495 10.9060400 7.0874902 0.1602058 0.2921501
## 210 2.7841270 11.0174587 0.2046658 2.2751888 13.5264411 0.2729022 0.1265676
## 711 2.8195397 8.3144525 0.4533346 7.2494003 4.2948497 0.2712799 0.3725355
## 301 3.5084379 37.2564844 0.1418325 11.7098568 14.7875071 0.1424778 0.5833284
## 921 2.2015578 12.1427132 0.1906229 8.9302178 1.3288947 0.1983037 0.3696163
## 391 3.2535450 27.1205650 0.1035054 10.9047249 10.5943904 0.2649764 0.5908382
## 371 2.7200532 39.4585961 0.3399293 2.5766526 9.3353026 0.1538116 0.1828853
## 641 3.4838642 7.5289162 0.4867368 12.7845386 5.3133940 0.1128379 0.1347968
## 851 1.5600956 10.4971454 0.3067809 13.9582197 13.8962272 0.2671612 0.5123328
## 601 2.0647105 33.5442912 0.2121778 12.1006956 14.5250712 0.2745617 0.4809469
## 621 2.4462543 26.4719965 0.4602076 7.8474555 9.9640683 0.1403120 0.3384296
## 321 2.9083114 29.2524128 0.4010143 6.6747711 9.9199737 0.2109703 0.5746903
## 681 3.3761700 56.9100958 0.4814648 7.3888419 7.4416669 0.2221474 0.2041596
## 191 2.7674743 15.5970858 0.3355404 12.0486264 6.4991524 0.1574695 0.3956286
## 521 2.8543015 25.7591751 0.2118643 14.4061882 10.3322498 0.2391771 0.1669920
## 221 4.9261619 12.4138466 0.1870961 14.8937916 6.7234495 0.2281210 0.4314206
## 461 4.5675645 46.2920082 0.1985024 1.9174382 1.1956946 0.1329673 0.5257056
## 810 2.5533839 59.0167814 0.3732907 8.7465072 11.6696957 0.2074691 0.5803632
## 181 4.4039686 35.6688902 0.2825455 8.0655506 8.4285773 0.1053138 0.3265861
## 971 3.7479864 42.7795663 0.4393579 11.6198664 5.8161344 0.2232496 0.1901390
## 541 3.0544630 53.5972723 0.4735517 4.6761533 7.1462961 0.2421450 0.3155980
## 911 4.8560606 27.2435453 0.2505366 4.3553460 6.0327268 0.1504867 0.4596559
## 421 1.8733713 22.2761230 0.1592480 7.0221193 0.6303031 0.1263936 0.5634063
## 310 3.6065669 42.4705479 0.3334829 5.7310610 12.2300965 0.1157280 0.1238175
## 271 4.0889157 14.9799218 0.2558226 2.4463532 10.8041285 0.1972792 0.1739036
## 991 2.0693061 6.5686796 0.2692404 12.3948232 4.5566271 0.1714512 0.1245808
## 351 4.7383091 17.5702356 0.4279187 1.5689171 14.9953741 0.2453617 0.1884954
## 751 3.9286151 42.1595523 0.1312714 3.3855533 9.0417738 0.2204950 0.3010002
## 141 2.0876959 29.0008859 0.4996758 14.1192774 7.7939521 0.1017657 0.3769889
## 171 2.3192522 21.4368861 0.2643571 8.5138515 11.2549928 0.2106836 0.2693899
## 1001 2.9651592 14.6037972 0.2179415 13.6775044 3.6078740 0.2558893 0.5479919
## 881 3.7508927 8.3364048 0.1036121 14.3110174 13.1104444 0.1374484 0.2037134
## 551 2.9468827 3.4407768 0.2205239 11.8964781 7.4056357 0.2064748 0.2837541
## 201 3.6851585 2.1587901 0.1538373 4.4412561 12.0260061 0.2407648 0.4971138
## 910 2.2675848 30.8774567 0.1317581 14.9453536 8.9162472 0.1757196 0.4826541
## 261 3.0640424 11.1522601 0.4228195 1.8303351 2.7383596 0.2850852 0.3060487
## 101 4.1864205 4.6948664 0.1856927 9.7386932 13.8625461 0.2588259 0.3558502
## 481 1.0486766 55.0235520 0.3874442 9.1358880 8.6015159 0.2966675 0.4809453
## 941 4.1247243 5.1104851 0.3217916 14.1204003 8.4472290 0.1644749 0.2477216
## 951 1.6748103 2.4103391 0.4151184 5.0593706 6.1235932 0.2395761 0.1429691
## 781 2.1402238 46.8237646 0.1361347 4.4256918 2.7525795 0.1677908 0.4775527
## 581 2.4054220 50.3537853 0.3739636 8.3146811 10.1832744 0.1292354 0.1337266
## 561 3.8464696 59.6445699 0.3483615 1.5541750 12.5110936 0.2596490 0.3846142
## 710 2.3562261 33.5884820 0.3448886 10.4449966 7.8029518 0.2356164 0.1555823
## 510 2.1358696 43.4289277 0.4902216 1.1249335 12.7637128 0.1823525 0.4052060
## 151 1.5309342 28.5540809 0.1074141 6.3003799 4.7903054 0.2806598 0.5342221
## 701 1.9382026 31.6214702 0.2708043 12.8926551 9.5310539 0.2307229 0.1723591
## 241 2.6067708 55.3229912 0.3646402 10.1326794 3.1861256 0.1252572 0.3856326
## 381 0.5419064 40.0108597 0.4932512 4.8103868 3.9870818 0.1933368 0.4358466
## 771 0.7348149 13.6983445 0.1682003 6.1653827 10.7362826 0.1801967 0.5547271
## 811 2.1909778 44.4799542 0.3247861 7.1857639 4.5200916 0.1371367 0.3878561
## 801 1.7671610 6.6807029 0.2777570 5.4252153 0.6640881 0.1633284 0.3612511
## 491 2.6525687 49.0037672 0.3993358 4.0271624 6.0136199 0.2570980 0.1521520
## 401 3.6364426 31.6573635 0.2600197 2.6805099 11.0084957 0.1774595 0.2137496
## 441 0.8255664 16.5661307 0.3958934 3.9789159 14.4379910 0.2326326 0.2474030
## 731 1.8036078 47.4391969 0.1121936 0.7015457 6.6105202 0.1628452 0.1970549
## 831 0.5618903 45.0884058 0.1632765 7.9111559 1.4240165 0.2127865 0.1284917
## 251 0.9630431 3.1239228 0.1277909 12.9653747 9.9733858 0.1491120 0.4010802
## 761 1.3198374 33.1850005 0.2190696 5.5082291 5.3845395 0.2495562 0.4829507
## 111 1.0316546 22.5692447 0.4569363 2.7855577 10.0474671 0.1731798 0.4224581
## 291 3.5530138 41.3684524 0.3614619 12.2980076 7.9556705 0.1007283 0.4448167
## 571 1.4541869 36.8119819 0.3117595 6.9541057 3.5096273 0.2031437 0.5545916
## 661 1.3622024 48.4559826 0.1204063 11.4231641 13.6255453 0.1886142 0.2418891
## 451 0.9473852 0.6303476 0.1347969 7.6455509 13.1533804 0.2848405 0.2160309
## 231 1.4927436 55.6738010 0.3820518 8.9746545 10.1265288 0.2403728 0.5408932
## 331 3.1514423 3.7886167 0.1597329 9.4156025 10.9521104 0.1415019 0.4721765
## 341 1.1460680 23.6856348 0.4324826 8.8141474 8.4579355 0.1462275 0.2383339
## 981 0.6819139 36.5533887 0.4097231 2.9463656 14.3004274 0.2919805 0.2633689
## 841 3.9957896 18.1723835 0.3485816 0.5525294 6.9379592 0.1307964 0.3259286
## 161 2.4306993 51.0904426 0.4706274 2.6367178 4.1233681 0.2946266 0.3435252
## 591 1.9782809 56.7869025 0.4049545 5.2100562 11.6089032 0.1027685 0.2967178
## 410 1.1183908 57.7270214 0.2312525 13.3777251 4.3663649 0.1939364 0.3523919
## 211 0.8066363 28.1037209 0.1764857 10.7017135 12.3293980 0.1704291 0.3702886
## 411 0.8613169 52.7294571 0.1165093 11.1672419 7.9075566 0.1466077 0.5075503
## 531 1.6581783 19.4695260 0.2897544 5.8993027 7.0268625 0.2513289 0.4122089
## 691 1.2702782 20.0087998 0.2067265 4.1416842 2.0435042 0.2132318 0.5600166
## 741 0.5021390 11.5361314 0.1240624 4.9070551 14.6728340 0.1232969 0.4378279
## 901 1.6111057 49.5633522 0.1777959 0.8392787 3.7395385 0.1570988 0.5364438
## 361 0.6044611 37.9677461 0.2898525 8.2548315 14.0718140 0.1118324 0.4172469
## 281 0.8442982 2.9816063 0.4795979 9.5423555 0.9150671 0.2883834 0.5966064
## 861 1.1150823 14.9673928 0.4252092 10.6028359 11.3433685 0.2162379 0.2548420
## 931 0.7672482 43.7655489 0.4351246 1.2221297 4.0827214 0.1310778 0.1543108
## 110 0.8115587 12.9818436 0.1442946 1.7784187 2.5834092 0.1063849 0.3329867
## 471 3.6381659 40.2739195 0.1512981 2.0938441 6.7183253 0.1462253 0.5113616
## 721 4.3817363 12.0559388 0.3629828 2.2430758 11.5145717 0.1115880 0.5820187
## pa po vgseng1 vgseng2 vgseng3 run rowname NSE
## 121 0.5805299 1.200396 1.3169421 1.5392958 0.1081343 12 7824 0.41640354
## 610 0.9199005 1.144617 1.5290578 0.4528317 0.2886629 6 6942 0.31152508
## 511 0.3697627 1.234456 0.9216642 1.7717416 0.9491127 51 1254 0.43183328
## 961 0.6962178 1.065113 1.0979954 1.4449212 1.1202716 96 8423 0.35966677
## 631 0.8869237 1.015035 1.2086488 0.4180534 1.9218851 63 8024 0.36425592
## 501 0.8598068 1.194934 1.6172569 0.3054211 0.7789004 50 3669 0.28384131
## 611 0.7652695 1.275884 1.1537408 0.8412759 0.5471447 61 578 0.36140871
## 651 0.4814200 1.401737 0.7802282 1.8985827 1.5735229 65 3003 0.51888186
## 131 0.9854594 1.403624 1.7532142 1.0680337 1.0780295 13 9919 0.20122540
## 791 0.3311302 1.323297 1.9117229 1.5302799 1.6709768 79 2200 0.39704984
## 311 0.6169484 1.306215 1.6664309 1.9888236 0.5311252 31 6044 0.31544588
## 891 0.7819786 1.053780 0.2156483 0.8375900 0.3336302 89 4103 0.31468883
## 431 0.3553713 1.573322 1.5593718 1.1877182 1.1004340 43 893 0.50326411
## 821 0.7569778 1.575607 1.6372074 1.1495433 1.2199420 82 465 0.33269643
## 671 0.5978626 1.303494 1.5896562 1.8896557 1.7003846 67 2552 0.32255739
## 871 0.4968740 1.179781 0.4033399 1.1639206 0.6033722 87 5014 0.33648362
## 210 0.6455672 1.515586 1.1269169 1.3328733 1.9187455 2 5897 0.38878676
## 711 0.9388280 1.082722 0.8931955 0.2246538 1.8759478 71 2939 0.27061670
## 301 0.4739964 1.234347 1.4601860 1.4996198 1.0501203 30 4342 0.32004502
## 921 0.8477374 1.836214 1.8768113 1.4908241 1.7728976 92 1005 0.39980838
## 391 0.3803811 1.148325 0.5343755 1.9393245 0.9061472 39 3532 0.40716964
## 371 0.7273503 1.940187 1.3986779 0.9789022 1.6476437 37 1217 0.44827303
## 641 0.4070213 1.986351 0.7231657 1.5922106 1.8356137 64 3312 0.45242319
## 851 0.7780805 1.003883 0.5585226 0.9286186 0.8398819 85 82 0.10548095
## 601 0.9012121 1.165378 1.8071785 1.2138437 0.7606092 60 9681 0.14223611
## 621 0.2869314 1.206628 0.6879964 1.4109034 1.5394844 62 3052 0.45876678
## 321 0.1309341 1.049735 0.5414309 1.1421273 1.3505493 32 3214 0.52583798
## 681 0.5174098 1.631390 0.6274619 0.1944079 0.2168547 68 9167 0.36347958
## 191 0.3997139 1.546172 0.7704138 0.9012038 0.5794276 19 6505 0.41842949
## 521 0.5798978 1.588572 1.1998841 0.8837116 0.3068198 52 2533 0.22626042
## 221 0.2832483 1.922145 1.5145468 1.9285252 0.3872417 22 737 0.44378498
## 461 0.9130622 1.437804 1.4441157 0.9663347 1.9945348 46 5054 0.48170501
## 810 0.4734452 1.192401 1.3449995 0.9957604 1.2516301 8 5004 0.34904786
## 181 0.8181055 1.883137 0.7566292 0.7159607 0.1955128 18 4200 0.30636144
## 971 0.2442878 1.319471 0.9794036 1.7373237 1.5744225 97 4933 0.38463385
## 541 0.1658471 1.469289 1.7356937 1.0830052 0.1159426 54 7408 0.47518536
## 911 0.1743927 1.179771 1.0520151 1.2447777 1.7686111 91 1007 0.41670829
## 421 0.2832660 1.411360 1.7240456 0.1822107 0.6668929 42 8064 0.56301652
## 310 0.3711340 1.836492 1.4726866 1.7228532 0.3591769 3 3494 0.39063021
## 271 0.4612774 1.603952 1.4852232 0.4827150 0.6213998 27 177 0.47544108
## 991 0.2365460 1.585737 1.6727967 1.3640529 0.1090854 99 4523 0.57729025
## 351 0.2496649 1.901384 0.1972994 0.9011711 0.8835245 35 8708 -0.45255328
## 751 0.1592089 1.215439 1.9352173 0.7657488 0.5428330 75 9688 0.39352329
## 141 0.1226191 1.653936 1.6036616 1.9199043 1.0262472 14 1795 0.64560789
## 171 0.5544086 1.422532 1.6503057 0.5528959 1.4647654 17 2249 0.22587613
## 1001 0.1625449 1.760417 1.1755989 1.1948756 0.1889951 100 9099 0.55107264
## 881 0.5648352 1.734536 0.9721822 0.4014307 1.6764221 88 9787 0.20240756
## 551 0.9360644 1.866700 1.7881573 1.8449389 0.7192573 55 5946 0.15379087
## 201 0.7865595 1.261572 0.3719612 0.2090016 0.9000129 20 2391 0.32977269
## 910 0.2248604 1.663657 0.8325073 1.0204074 1.7589968 9 5934 0.54351931
## 261 0.3376457 1.004376 0.9919196 0.5236577 0.2409301 26 5508 0.51872009
## 101 0.7963999 1.845417 0.2956789 0.5029579 1.7267453 10 4411 0.24769935
## 481 0.3253652 1.115439 1.9942304 0.5926981 0.9911967 48 8866 0.27678732
## 941 0.1421548 1.851646 0.5612258 0.6645525 0.7004942 94 7217 0.51226023
## 951 0.3939743 1.103646 1.7692819 0.4378215 1.7109384 95 6123 0.31310414
## 781 0.9627291 1.234905 0.8718315 0.8435343 1.5137707 78 1205 0.31673528
## 581 0.9528590 1.331282 1.5669641 1.1263939 1.8224229 58 9869 0.02568762
## 561 0.5580406 1.770683 1.1353978 0.9354532 0.7728172 56 4077 0.31607325
## 710 0.1815132 1.571005 0.5780597 0.4618857 1.1688740 7 706 0.48194279
## 510 0.6470131 1.488391 1.2440302 1.2655707 1.4225798 5 7285 0.50273182
## 151 0.2529330 1.159871 1.2694891 1.2253678 0.3437766 15 1080 0.48059663
## 701 0.3027831 1.824512 0.9094635 0.2217183 1.2393257 70 1106 0.46126006
## 241 0.8117295 1.808165 0.1035483 0.8834563 0.9352696 24 8552 0.30751125
## 381 0.7527791 1.293470 1.3719653 1.5856779 1.4452609 38 3237 -0.06874043
## 771 0.6491635 1.080055 1.7079750 1.3464609 1.3738110 77 6026 -0.06258886
## 811 0.5005505 1.969861 0.6132443 0.3808846 1.0982441 81 948 0.48223689
## 801 0.7335131 1.341886 1.0858487 0.7777550 1.1440309 80 3283 0.40212866
## 491 0.1534011 1.542591 0.9496527 0.3865867 1.2116997 49 7735 0.44078227
## 401 0.3096066 1.267646 0.4268627 0.2730577 1.7451620 40 3356 0.40503474
## 441 0.7116275 1.247410 0.6050156 0.4716875 0.8076044 44 6764 0.01677697
## 731 0.5610837 1.227570 1.2984805 1.3932931 1.5558770 73 2721 0.51085285
## 831 0.9439019 1.620943 0.1603868 0.6870437 1.9083232 83 5676 -0.03066321
## 251 0.5352164 1.170351 1.9969507 1.3104795 1.2714553 25 3804 -0.08733767
## 761 0.4111238 1.018561 0.8485674 0.5751015 0.8690104 76 415 0.26678994
## 111 0.8970961 1.033028 1.0245331 1.7907642 0.4930361 11 1752 -0.02032427
## 291 0.1895593 1.980162 0.6505244 1.4181253 1.7487341 29 3038 0.43278592
## 571 0.1456512 1.353085 0.9836987 1.1054259 1.9351773 57 5176 0.52454896
## 661 0.9900806 1.456124 1.1610083 0.3437685 0.7431269 66 9125 -0.11128889
## 451 0.6910346 1.524622 0.6190984 1.5612780 0.6456967 45 7204 0.34213379
## 231 0.5513105 1.289288 0.3846172 0.6237507 1.8622866 23 5580 0.14881301
## 331 0.9773088 1.643913 0.2242407 1.8962078 0.4193384 33 4580 0.02986666
## 341 0.8368970 1.689157 1.2307975 1.3148514 0.8695490 34 7224 -0.12495116
## 981 0.5272683 1.892592 0.6080738 1.2911031 1.8928582 98 7250 0.18377819
## 841 0.3929147 1.873401 1.9003127 0.1380209 1.8668526 84 3931 0.46041920
## 161 0.1100558 1.992709 0.4747644 0.2698218 1.4085338 16 6625 0.44274143
## 591 0.3977385 1.796677 0.1345125 0.7026631 1.3480638 59 8281 0.44279126
## 410 0.4213273 1.805660 0.6325021 0.2313612 1.6994740 4 9053 0.30263462
## 211 0.6080791 1.793820 0.2648830 0.1206472 1.0768259 21 6841 -0.09222595
## 411 0.3312359 1.390909 1.3905736 0.1711928 1.7782499 41 9459 0.05665171
## 531 0.1079490 1.948763 0.2863847 1.4336734 0.1687229 53 7914 0.54872488
## 691 0.4260243 1.373501 0.3228994 1.6444722 1.3932900 69 2594 0.32496970
## 741 0.4595834 1.157634 1.6286380 0.3599406 0.6872486 74 9387 -0.46472864
## 901 0.6805852 1.456320 0.4474065 1.1640756 1.5936670 90 5239 0.34309536
## 361 0.4893251 1.506893 0.2734149 0.5577553 1.3184099 36 4055 -0.31638067
## 281 0.5408733 1.897104 1.5652902 1.8133974 0.9669966 28 5803 0.18666185
## 861 0.2121129 1.812964 0.1934825 1.6667820 1.1793951 86 7402 0.35935530
## 931 0.4414554 1.525440 1.8426234 1.2018530 1.6078887 93 3105 0.20899828
## 110 0.8753956 1.711704 0.1848190 0.6374017 0.6339056 1 8506 -0.23603947
## 471 0.2150016 1.863809 0.9337972 1.7201381 1.9653277 47 4037 0.03913082
## 721 0.3516390 1.740166 0.2441062 1.8328146 1.3602947 72 995 0.18161923
## lnNSE KGE smNSE smlnNSE smKGE calNSE
## 121 0.38156867 0.4182165 -14.72720 -31.63631 -0.1868595 -0.25048421
## 610 0.30521039 0.3487672 -13.09018 -27.37341 -0.1981731 -0.21651944
## 511 0.42811983 0.4741552 -18.30541 -46.75383 -0.2828858 -0.19346870
## 961 0.40121770 0.4084282 -13.50821 -28.57201 -0.2290995 -0.41012807
## 631 0.38660454 0.4224323 -11.84197 -23.90983 -0.1995968 -0.51317503
## 501 0.28271876 0.3682442 -13.25099 -27.20775 -0.1981865 -0.46301017
## 611 0.36434928 0.3982371 -15.99602 -37.41607 -0.2572118 -0.49371686
## 651 0.44237014 0.5829687 -18.94078 -49.45165 -0.2661071 -0.64746157
## 131 0.11344273 0.3379773 -15.29531 -34.41657 -0.2533755 -0.51234054
## 791 0.37731810 0.3904303 -20.69541 -59.92221 -0.2930904 -0.37174335
## 311 0.24361261 0.4130789 -18.05864 -46.69695 -0.2953994 -0.46026008
## 891 0.24298069 0.4202116 -12.47449 -25.29107 -0.2198684 -0.83848076
## 431 0.43436290 0.5384374 -23.45226 -78.76040 -0.3278448 -0.70644918
## 821 0.28864892 0.3277772 -19.69049 -54.10169 -0.2758107 -0.48041804
## 671 0.30091992 0.3273912 -16.61271 -39.35686 -0.2116225 -0.42719344
## 871 0.30050975 0.3791217 -16.71139 -40.09301 -0.2731514 -0.68494391
## 210 0.40264887 0.4562035 -20.72599 -60.35106 -0.3503707 -0.53538322
## 711 -0.03982003 0.4548624 -11.97613 -23.77836 -0.2234285 -0.75624898
## 301 0.23302428 0.4150892 -18.66641 -49.70328 -0.3117181 -0.49353901
## 921 0.13175104 0.5407676 -20.92561 -61.17554 -0.3003373 -0.49153720
## 391 0.34208435 0.5080913 -17.76423 -44.66578 -0.3038738 -0.72996135
## 371 0.40682962 0.4993259 -24.59937 -88.86813 -0.3634241 -0.68204838
## 641 0.36580288 0.4969586 -27.06082 -114.71916 -0.4046173 -0.50871645
## 851 -0.90345239 0.2998638 -12.37409 -25.46190 -0.2620588 -0.76629987
## 601 -0.62040127 0.3214903 -14.46195 -32.95606 -0.2991436 -0.62911064
## 621 0.32977466 0.5886163 -19.38370 -52.10761 -0.3125634 -0.72262672
## 321 0.30645021 0.5679874 -18.85739 -48.84733 -0.2951850 -1.30766852
## 681 0.30410983 0.3833488 -23.05631 -76.23318 -0.3617512 -0.72153925
## 191 0.31070956 0.5286884 -22.81733 -74.05987 -0.3630469 -0.57392432
## 521 0.21095702 0.3337778 -22.60054 -73.63376 -0.3962592 -0.41135280
## 221 0.26207299 0.4089618 -28.18574 -130.19893 -0.3809422 -0.63246873
## 461 0.47297280 0.6729740 -14.73406 -31.17840 -0.1334262 -1.91695181
## 810 0.17954575 0.4972010 -17.70719 -44.76091 -0.3049712 -0.77558365
## 181 0.28826304 0.3512656 -23.69350 -81.93555 -0.3875733 -0.58865748
## 971 0.25530049 0.3753439 -21.41129 -64.07097 -0.3056108 -0.75991723
## 541 0.23994334 0.4628211 -24.75788 -89.47859 -0.3286626 -1.24486752
## 911 0.14528737 0.4087361 -19.55518 -52.34238 -0.2585819 -1.25472148
## 421 0.43193448 0.7427902 -19.16694 -50.40334 -0.2620189 -1.07866351
## 310 0.26247644 0.3976525 -26.89921 -112.97078 -0.3713115 -0.77983881
## 271 0.37668492 0.5766590 -23.08928 -75.70724 -0.3120184 -0.96380403
## 991 0.43233895 0.7085812 -24.70245 -89.08743 -0.3682449 -0.61102846
## 351 0.26469334 0.1114021 -28.67288 -136.49579 -0.3747625 0.09101681
## 751 0.11619398 0.3778630 -21.03031 -60.94423 -0.2634071 -1.47164931
## 141 0.44898626 0.6971161 -27.98613 -126.57736 -0.4067619 -0.94613629
## 171 -0.10116186 0.4042548 -20.49484 -59.49714 -0.3735501 -0.66225461
## 1001 0.32035564 0.5553879 -27.62702 -121.71802 -0.3896553 -1.26361096
## 881 0.01309785 0.3278986 -24.37778 -87.67152 -0.4243300 -0.51907384
## 551 -0.30788917 0.2989720 -22.73544 -74.75226 -0.4442619 -0.45520971
## 201 0.01410235 0.4995577 -16.19207 -38.38159 -0.3171578 -0.80467630
## 910 0.41049880 0.6201496 -26.57213 -108.82171 -0.4081579 -0.93419599
## 261 0.42693566 0.6244379 -13.12827 -25.58507 -0.1428330 -2.29131077
## 101 0.06878301 0.3592969 -23.98037 -84.94318 -0.4633705 -0.48181195
## 481 -0.33205284 0.5865003 -17.40155 -42.44071 -0.3213144 -0.82413696
## 941 0.23498946 0.4819458 -29.38630 -148.61294 -0.4577694 -1.07416445
## 951 0.10070805 0.5815286 -16.17332 -36.86799 -0.2469713 -0.93957265
## 781 -0.03024889 0.5452230 -13.30279 -27.39673 -0.2211640 -1.11480427
## 581 -0.81062499 0.2947028 -16.26672 -39.72717 -0.2947587 -1.04166731
## 561 0.41687458 0.5060991 -24.33700 -85.94549 -0.3225957 -1.01421278
## 710 0.29430343 0.5106490 -26.02428 -102.46616 -0.4037125 -1.32562094
## 510 0.40335930 0.6807202 -20.00338 -55.56073 -0.3064298 -1.12378535
## 151 0.28724466 0.7117654 -18.28106 -46.21417 -0.2779354 -1.03688450
## 701 0.37632984 0.5711221 -27.32611 -118.18011 -0.4304039 -0.88845995
## 241 0.18601986 0.4577194 -21.94231 -68.29333 -0.3602820 -0.98507978
## 381 -1.40797503 0.4270864 -16.33429 -37.82094 -0.2109015 -1.35603171
## 771 -1.85251882 0.3671400 -14.42457 -31.22483 -0.2347427 -1.49336879
## 811 0.36095974 0.5943955 -26.01874 -102.74729 -0.3944827 -1.02949885
## 801 -0.03021164 0.7022168 -14.40431 -30.16140 -0.1873913 -1.04221005
## 491 0.16351649 0.4454672 -25.68154 -98.37824 -0.3617123 -1.79309250
## 401 0.24769671 0.5259297 -19.82525 -54.13086 -0.2856109 -1.83465090
## 441 -0.68506010 0.3758049 -16.79276 -40.80616 -0.3197248 -1.15248304
## 731 0.37724902 0.7096590 -15.91502 -35.65838 -0.1992857 -1.62819385
## 831 -0.49847190 0.4264685 -18.22337 -45.95485 -0.2518050 -1.49083947
## 251 -1.80710753 0.3348839 -16.65828 -39.42115 -0.2699557 -1.74717546
## 761 -0.27169981 0.6223327 -14.10278 -29.46814 -0.2542936 -1.24441118
## 111 -1.37316036 0.4726222 -11.85693 -23.34077 -0.2244601 -1.36427635
## 291 0.12831695 0.4273815 -29.80246 -156.71650 -0.4389660 -1.49279559
## 571 0.42451467 0.7137505 -22.84493 -73.43411 -0.3439978 -1.44520479
## 661 -1.25911359 0.1556067 -17.89597 -47.07796 -0.3764107 -1.05070216
## 451 0.23674837 0.5516491 -20.22407 -56.31566 -0.3748826 -1.04662068
## 231 -0.63142163 0.4682663 -18.44704 -48.30374 -0.3671131 -1.24304614
## 331 -1.13641952 0.3003880 -20.20186 -58.75269 -0.4123004 -1.19267446
## 341 -1.69637250 0.2483188 -21.26039 -64.03880 -0.4361704 -1.20663156
## 981 -0.24751952 0.5317930 -25.96651 -101.89140 -0.4762540 -0.92759782
## 841 0.13702999 0.5431666 -25.80089 -99.67296 -0.2768233 -3.62514595
## 161 0.05804910 0.4438134 -30.45020 -168.84423 -0.4180735 -2.89321078
## 591 0.25678713 0.6252960 -26.04577 -102.97494 -0.4227145 -1.39771493
## 410 -0.22227997 0.6506266 -25.05787 -92.70272 -0.4183814 -1.23514779
## 211 -1.68092791 0.3212722 -24.30554 -86.03377 -0.4871195 -1.44224779
## 411 -1.37936412 0.5446748 -21.48939 -64.25855 -0.3699172 -1.25065496
## 531 0.31111998 0.6264908 -30.64452 -173.51334 -0.4707699 -2.32088406
## 691 -0.07808979 0.6803830 -18.62894 -47.82377 -0.2898627 -1.64379279
## 741 -2.66525917 0.3213821 -18.36341 -47.53079 -0.1277015 -2.70338549
## 901 0.28067361 0.6346597 -17.99177 -44.65154 -0.2454044 -2.37777208
## 361 -3.03972217 0.3077306 -22.13564 -68.87201 -0.3902684 -2.18792865
## 281 -0.09080029 0.6050168 -24.18397 -84.17198 -0.2449656 -1.81717046
## 861 0.02089676 0.6894532 -28.20791 -129.72260 -0.4819030 -1.73452398
## 931 -0.31101397 0.6087162 -21.38838 -63.32694 -0.2956018 -1.73264669
## 110 -1.42469788 0.4543785 -20.08577 -55.42729 -0.2897767 -2.97645762
## 471 0.09380998 0.4130878 -28.09839 -127.77794 -0.3533435 -9.03777266
## 721 0.21814716 0.4819261 -25.68765 -98.52164 -0.3729871 -7.85415843
## callnNSE calKGE calsmNSE calsmlnNSE calsmKGE valNSE
## 121 -0.2414064 0.45519467 -14.72720 -31.63631 -0.1868595 0.008626507
## 610 -0.2417364 0.44044858 -13.09018 -27.37341 -0.1981731 -0.245211812
## 511 -0.1851698 0.51505361 -18.30541 -46.75383 -0.2828858 -0.036363257
## 961 -0.3165945 0.45049147 -13.50821 -28.57201 -0.2290995 -0.072101534
## 631 -0.3816596 0.41799266 -11.84197 -23.90983 -0.1995968 -0.054903416
## 501 -0.6298171 0.40337567 -13.25099 -27.20775 -0.1981865 -0.487325894
## 611 -0.3588529 0.41278135 -15.99602 -37.41607 -0.2572118 -0.058056225
## 651 -0.4550883 0.41196922 -18.94078 -49.45165 -0.2661071 0.160373394
## 131 -0.8092612 0.37614584 -15.29531 -34.41657 -0.2533755 -0.730391520
## 791 -0.4031852 0.40059751 -20.69541 -59.92221 -0.2930904 0.096961737
## 311 -0.8726951 0.40029957 -18.05864 -46.69695 -0.2953994 -0.417501797
## 891 -0.6674708 0.32087510 -12.47449 -25.29107 -0.2198684 -0.207895386
## 431 -0.4668872 0.42699528 -23.45226 -78.76040 -0.3278448 0.281358666
## 821 -0.5016957 0.37083555 -19.69049 -54.10169 -0.2758107 -0.041046977
## 671 -0.4484384 0.29770051 -16.61271 -39.35686 -0.2116225 -0.109847265
## 871 -0.5586285 0.35608728 -16.71139 -40.09301 -0.2731514 -0.109062934
## 210 -0.3953020 0.43233180 -20.72599 -60.35106 -0.3503707 -0.144931173
## 711 -1.1423070 0.30410180 -11.97613 -23.77836 -0.2234285 -0.427095812
## 301 -0.9001688 0.39033187 -18.66641 -49.70328 -0.3117181 -0.406315943
## 921 -1.2202495 0.37178547 -20.92561 -61.17554 -0.3003373 -0.389036422
## 391 -0.4611450 0.35623912 -17.76423 -44.66578 -0.3038738 0.044673592
## 371 -0.4659487 0.41083525 -24.59937 -88.86813 -0.3634241 -0.017337303
## 641 -0.4201522 0.44000330 -27.06082 -114.71916 -0.4046173 -0.052598191
## 851 -2.5684122 0.29617137 -12.37409 -25.46190 -0.2620588 -0.642633222
## 601 -2.0132053 0.32208161 -14.46195 -32.95606 -0.2991436 -0.591186407
## 621 -0.7703886 0.33526488 -19.38370 -52.10761 -0.3125634 -0.202905507
## 321 -0.8977660 0.31561619 -18.85739 -48.84733 -0.2951850 0.335490237
## 681 -0.6413863 0.37998429 -23.05631 -76.23318 -0.3617512 0.106485514
## 191 -0.7013207 0.37821530 -22.81733 -74.05987 -0.3630469 -0.210641464
## 521 -0.5821009 0.41085736 -22.60054 -73.63376 -0.3962592 -0.521550204
## 221 -0.6601601 0.38403739 -28.18574 -130.19893 -0.3809422 0.342891122
## 461 -0.9178975 0.12977498 -14.73406 -31.17840 -0.1334262 0.116357163
## 810 -1.1142463 0.29369872 -17.70719 -44.76091 -0.3049712 -0.318458803
## 181 -0.4937493 0.37446245 -23.69350 -81.93555 -0.3875733 -0.205750530
## 971 -0.8212194 0.28464293 -21.41129 -64.07097 -0.3056108 0.170605703
## 541 -1.1353982 0.30657560 -24.75788 -89.47859 -0.3286626 0.358323894
## 911 -1.1681998 0.23464695 -19.55518 -52.34238 -0.2585819 0.259086456
## 421 -0.5985520 0.23697283 -19.16694 -50.40334 -0.2620189 0.332556634
## 310 -0.7552802 0.34196010 -26.89921 -112.97078 -0.3713115 0.065631370
## 271 -0.5973880 0.27818011 -23.08928 -75.70724 -0.3120184 0.300513550
## 991 -0.5695615 0.32867165 -24.70245 -89.08743 -0.3682449 -0.029187445
## 351 0.2014963 0.33365332 -28.67288 -136.49579 -0.3747625 -0.785584192
## 751 -1.3433939 0.22223189 -21.03031 -60.94423 -0.2634071 0.323279006
## 141 -0.6355739 0.36414571 -27.98613 -126.57736 -0.4067619 0.386179283
## 171 -1.3590810 0.32844006 -20.49484 -59.49714 -0.3735501 -0.664098466
## 1001 -0.9086006 0.34194231 -27.62702 -121.71802 -0.3896553 0.462921021
## 881 -1.4088432 0.37578073 -24.37778 -87.67152 -0.4243300 -0.709742018
## 551 -1.7046179 0.39193901 -22.73544 -74.75226 -0.4442619 -0.855169966
## 201 -1.3365064 0.26300322 -16.19207 -38.38159 -0.3171578 -0.377771111
## 910 -0.5959052 0.34761239 -26.57213 -108.82171 -0.4081579 0.212050014
## 261 -1.2124274 0.07616010 -13.12827 -25.58507 -0.1428330 0.326756332
## 101 -0.8269357 0.39542432 -23.98037 -84.94318 -0.4633705 -0.384608079
## 481 -1.4686347 0.24959062 -17.40155 -42.44071 -0.3213144 -0.299255932
## 941 -0.9770641 0.38455690 -29.38630 -148.61294 -0.4577694 0.414181459
## 951 -1.0000228 0.17355689 -16.17332 -36.86799 -0.2469713 -0.631394994
## 781 -1.9413964 0.14586846 -13.30279 -27.39673 -0.2211640 -0.519125249
## 581 -3.4144618 0.21662333 -16.26672 -39.72717 -0.2947587 -1.277352527
## 561 -0.5630265 0.24198817 -24.33700 -85.94549 -0.3225957 0.496775042
## 710 -1.0535389 0.32275463 -26.02428 -102.46616 -0.4037125 0.243651374
## 510 -0.5168971 0.22293919 -20.00338 -55.56073 -0.3064298 0.246068998
## 151 -0.8559686 0.18718621 -18.28106 -46.21417 -0.2779354 0.091534178
## 701 -0.6494799 0.33618184 -27.32611 -118.18011 -0.4304039 -0.039837186
## 241 -1.1188392 0.26227833 -21.94231 -68.29333 -0.3602820 -0.391744194
## 381 -3.5850483 0.11287772 -16.33429 -37.82094 -0.2109015 -0.994774253
## 771 -4.9046118 0.13069400 -14.42457 -31.22483 -0.2347427 -1.133672222
## 811 -0.7408613 0.29005400 -26.01874 -102.74729 -0.3944827 0.014781395
## 801 -1.8948907 0.07565818 -14.40431 -30.16140 -0.1873913 -0.389013315
## 491 -1.5603530 0.24430337 -25.68154 -98.37824 -0.3617123 0.329215218
## 401 -1.3092696 0.16503041 -19.82525 -54.13086 -0.2856109 0.180517186
## 441 -1.9308570 0.19385715 -16.79276 -40.80616 -0.3197248 -0.913887834
## 731 -0.6962564 0.04540850 -15.91502 -35.65838 -0.1992857 0.248622264
## 831 -2.0273282 0.08992449 -18.22337 -45.95485 -0.2518050 -1.045048273
## 251 -5.1691146 0.09851065 -16.65828 -39.42115 -0.2699557 -1.334163419
## 761 -1.7991918 0.07297179 -14.10278 -29.46814 -0.2542936 -0.384405230
## 111 -3.6792747 0.03816628 -11.85693 -23.34077 -0.2244601 -0.999561920
## 291 -1.3253118 0.25146691 -29.80246 -156.71650 -0.4389660 0.277268531
## 571 -0.7000526 0.13144312 -22.84493 -73.43411 -0.3439978 0.420851036
## 661 -3.0779670 0.15303986 -17.89597 -47.07796 -0.3764107 -1.200741441
## 451 -0.1719601 0.14754387 -20.22407 -56.31566 -0.3748826 -0.118372353
## 231 -2.3831035 0.13920372 -18.44704 -48.30374 -0.3671131 -0.579854375
## 331 -4.3444858 0.18099770 -20.20186 -58.75269 -0.4123004 -1.174240943
## 341 -4.3618573 0.20369016 -21.26039 -64.03880 -0.4361704 -1.385568165
## 981 -1.0871723 0.23838422 -25.96651 -101.89140 -0.4762540 -0.416750741
## 841 -2.3714465 0.02913469 -25.80089 -99.67296 -0.2768233 0.565773604
## 161 -2.1341065 0.15055788 -30.45020 -168.84423 -0.4180735 0.518905464
## 591 -1.1701439 0.14588138 -26.04577 -102.97494 -0.4227145 -0.132142854
## 410 -2.0684741 0.07462286 -25.05787 -92.70272 -0.4183814 -0.413053154
## 211 -4.3925117 0.13635078 -24.30554 -86.03377 -0.4871195 -1.198384975
## 411 -4.5745185 0.01759770 -21.48939 -64.25855 -0.3699172 -0.854249787
## 531 -1.3074830 0.10342312 -30.64452 -173.51334 -0.4707699 0.571593383
## 691 -1.9433334 -0.09109155 -18.62894 -47.82377 -0.2898627 -0.112180087
## 741 -7.1047119 -0.26100983 -18.36341 -47.53079 -0.1277015 -1.458348558
## 901 -0.9080430 -0.16568815 -17.99177 -44.65154 -0.2454044 0.322086988
## 361 -8.1636538 -0.06174755 -22.13564 -68.87201 -0.3902684 -1.538803818
## 281 -1.4494911 -0.24314722 -24.18397 -84.17198 -0.2449656 -0.048411056
## 861 -1.5890197 -0.08864565 -28.20791 -129.72260 -0.4819030 -0.102300742
## 931 -2.4762029 -0.27906359 -21.38838 -63.32694 -0.2956018 -0.180959121
## 110 -5.7206255 -0.58812888 -20.08577 -55.42729 -0.2897767 -0.930778269
## 471 -3.6005306 -0.80459324 -28.09839 -127.77794 -0.3533435 0.246344494
## 721 -2.5262815 -0.97167747 -25.68765 -98.52164 -0.3729871 0.352187761
## vallnNSE valKGE valsmNSE valsmlnNSE valsmKGE treatment
## 121 0.08908939 0.161680855 -41.62852 -115.53369 0.056911344 RSS
## 610 -0.44702266 0.052469982 -38.55507 -105.49071 0.105596159 RSS
## 511 -0.23671366 0.202756003 -50.47444 -166.32773 -0.046562824 RSS
## 961 -0.22881798 0.175982954 -39.70590 -110.21841 0.080812138 RSS
## 631 -0.26378145 0.186951828 -35.98250 -95.41722 0.096127844 RSS
## 501 -1.36832635 -0.009825214 -38.57235 -103.40224 0.110367758 RSS
## 611 -0.28484387 0.182534226 -45.39574 -138.33326 0.034610618 RSS
## 651 0.19697022 0.307341918 -51.61542 -172.64847 -0.064664437 RSS
## 131 -2.70693400 -0.075258530 -43.59869 -128.31402 0.070066407 RSS
## 791 0.35499020 0.181093037 -56.13546 -208.43528 -0.095660237 RSS
## 311 -1.66542267 0.073991480 -50.41833 -170.05062 -0.014545172 RSS
## 891 -1.00241004 0.157466197 -37.14603 -98.83202 0.105964785 RSS
## 431 0.45569005 0.350065533 -62.42836 -266.49752 -0.158411505 RSS
## 821 0.15943875 0.084960635 -53.64028 -189.03928 -0.059922529 RSS
## 671 -0.04520805 0.073782731 -46.36752 -141.69588 0.022783224 RSS
## 871 -0.16692980 0.114379849 -47.02727 -146.78842 0.012087845 RSS
## 210 -0.30220096 0.133146970 -56.34506 -211.43648 -0.100440891 RSS
## 711 -2.53447511 0.116370086 -36.07932 -94.62214 0.107433011 RSS
## 301 -1.66813987 0.081751878 -51.84136 -179.96364 -0.031113604 RSS
## 921 -2.01549660 0.118699629 -56.44532 -211.12618 -0.082035392 RSS
## 391 -0.47261216 0.299578170 -49.53262 -161.97232 -0.021545680 RSS
## 371 0.05406502 0.177543812 -65.17736 -298.89996 -0.184378345 RSS
## 641 -0.10201069 0.172271631 -71.06765 -381.36405 -0.256780499 RSS
## 851 -4.75877420 0.078887255 -37.95164 -105.18956 0.052742818 RSS
## 601 -4.15954475 0.087671271 -43.15343 -131.82180 0.022484152 RSS
## 621 -0.83648799 0.158007857 -52.99169 -183.37354 -0.084181819 RSS
## 321 0.51487545 0.356817704 -51.58933 -171.67632 -0.102124916 RSS
## 681 0.36214534 0.192605589 -61.82496 -261.84406 -0.146628272 RSS
## 191 -0.95984674 0.160534805 -61.16863 -254.15593 -0.154816922 RSS
## 521 -1.83340065 0.011228294 -61.17136 -258.62894 -0.134093400 RSS
## 221 0.56467172 0.315404973 -73.60144 -427.33517 -0.266081142 RSS
## 461 0.23446031 0.349325428 -41.14380 -111.66981 0.047044734 RSS
## 810 -1.80668175 0.151492491 -49.53439 -163.44746 -0.014490570 RSS
## 181 -0.39759925 0.076777106 -63.46152 -281.74166 -0.160423554 RSS
## 971 0.47212867 0.182771527 -57.82052 -221.68698 -0.125918644 RSS
## 541 0.65257395 0.303747090 -65.51476 -299.84843 -0.223207966 RSS
## 911 0.48005021 0.221065956 -53.06797 -181.43850 -0.126185047 RSS
## 421 0.36501133 0.416256687 -52.22563 -175.98300 -0.093188177 RSS
## 310 0.35146678 0.126217003 -70.56331 -373.66485 -0.243276195 RSS
## 271 0.61049883 0.286574228 -61.48411 -255.74975 -0.158914982 RSS
## 991 -0.45310397 0.260583300 -65.42856 -299.54004 -0.220664408 RSS
## 351 -0.16347226 0.296001785 -74.58053 -443.64695 -0.293581793 RSS
## 751 0.60123437 0.261359030 -56.55682 -208.53978 -0.151296903 RSS
## 141 0.63704272 0.412601144 -73.23932 -418.16057 -0.310646868 RSS
## 171 -3.24225145 0.005837086 -56.24190 -212.90773 -0.089931187 RSS
## 1001 0.66573481 0.443302420 -72.27185 -400.91923 -0.265035471 RSS
## 881 -2.88049031 -0.042916181 -65.14838 -301.58719 -0.187021747 RSS
## 551 -4.48567503 -0.046027591 -61.76797 -265.86019 -0.149032563 RSS
## 201 -2.64007877 0.152081330 -46.13849 -143.65611 0.013394079 RSS
## 910 0.33119420 0.318905011 -69.95783 -363.39670 -0.253682527 RSS
## 261 0.55812683 0.401281632 -37.39429 -94.17318 0.049061811 RSS
## 101 -2.02049041 0.117205188 -64.63687 -298.25963 -0.180683511 RSS
## 481 -2.60728389 0.202070201 -48.46150 -153.76586 -0.030732236 RSS
## 941 0.69819878 0.348709944 -76.57096 -488.47863 -0.339323105 RSS
## 951 -2.61018883 0.005762661 -44.76229 -131.45042 0.005839684 RSS
## 781 -2.67499856 0.077340217 -38.72535 -104.38878 0.105177148 RSS
## 581 -7.70730371 -0.228346126 -46.77770 -151.11418 0.017874423 RSS
## 561 0.74536001 0.656038888 -64.45588 -288.13895 -0.182304030 RSS
## 710 0.58541088 0.263131855 -68.67369 -343.44256 -0.241822781 RSS
## 510 0.29704205 0.419095670 -54.24446 -192.91532 -0.083262413 RSS
## 151 -0.66331721 0.364760012 -50.14370 -162.93157 -0.058634116 RSS
## 701 -0.18955073 0.206122840 -71.72977 -393.09719 -0.262194131 RSS
## 241 -1.42854496 0.072799402 -59.28848 -237.56089 -0.114245509 RSS
## 381 -6.78591996 -0.059693272 -44.68399 -132.27715 0.034641348 RSS
## 771 -8.72836257 -0.081454092 -41.04591 -116.43714 0.065479134 RSS
## 811 -0.08649779 0.233457893 -68.63039 -344.07256 -0.225376534 RSS
## 801 -2.50313419 0.158571756 -40.51511 -109.56524 0.064999618 RSS
## 491 0.66137528 0.270835591 -67.70326 -328.16728 -0.240348732 RSS
## 401 0.49789596 0.205471315 -53.78781 -187.95509 -0.098325588 RSS
## 441 -4.67845320 -0.059818493 -47.40859 -151.93067 0.003109821 RSS
## 731 0.28248225 0.498034414 -44.11702 -126.88473 0.013437049 RSS
## 831 -4.78478112 -0.154577987 -49.42230 -159.08618 -0.022557666 RSS
## 251 -9.59865640 -0.149630196 -46.13460 -141.52204 0.008680083 RSS
## 761 -2.85083558 0.168556341 -40.37318 -110.11886 0.061997959 RSS
## 111 -7.38717775 -0.051167335 -35.60230 -93.23090 0.122367528 RSS
## 291 0.55244429 0.228678296 -77.49863 -512.33241 -0.335461863 RSS
## 571 0.46432748 0.520682868 -61.10059 -250.62587 -0.191133939 RSS
## 661 -6.97522634 -0.136891712 -51.35734 -181.82559 -0.041615682 RSS
## 451 -1.44097291 0.230700404 -54.29157 -191.92088 -0.150069117 RSS
## 231 -4.38673511 0.095657502 -51.58498 -177.42448 -0.049009815 RSS
## 331 -8.35123324 -0.121790567 -56.13746 -216.14011 -0.085232973 RSS
## 341 -9.06049255 -0.210093179 -58.30650 -231.03410 -0.117776916 RSS
## 981 -2.22890459 0.111772904 -68.57214 -343.44223 -0.244188459 RSS
## 841 0.83825640 0.637836193 -67.35925 -324.02455 -0.195759866 RSS
## 161 0.70976490 0.452147450 -78.82718 -545.09167 -0.330593467 RSS
## 591 -0.66030018 0.196966139 -68.71283 -345.32735 -0.233425058 RSS
## 410 -2.66225874 0.143120261 -66.38677 -313.05174 -0.212897996 RSS
## 211 -7.98763271 -0.128370625 -65.12313 -298.88068 -0.213071178 RSS
## 411 -6.37571963 0.021889710 -57.87227 -221.92218 -0.144620294 RSS
## 531 0.80713853 0.588191393 -79.42871 -563.92927 -0.342071996 RSS
## 691 -1.76639339 0.302010842 -50.88403 -167.79128 -0.058008363 RSS
## 741 -11.88611677 -0.198596900 -47.81791 -150.06511 -0.005882322 RSS
## 901 0.20780239 0.575746361 -49.23011 -156.60388 -0.034924153 RSS
## 361 -13.04123268 -0.234451739 -59.36256 -237.07771 -0.146195254 RSS
## 281 -1.79599449 0.377625747 -62.77190 -267.45511 -0.179321814 RSS
## 861 -1.40697154 0.308298899 -73.75379 -428.75762 -0.305349879 RSS
## 931 -3.51294708 0.400386236 -57.28988 -215.70120 -0.131619665 RSS
## 110 -7.02798908 0.046183805 -53.53448 -186.68153 -0.072583545 RSS
## 471 0.41564553 0.244327540 -73.26850 -417.49015 -0.304593532 RSS
## 721 0.58974243 0.371113473 -67.62740 -327.71184 -0.231215281 RSS
## weightedcal
## 121 0.134167574
## 610 0.121137762
## 511 0.116083905
## 961 0.110696011
## 631 0.109197933
## 501 0.102594587
## 611 0.077784793
## 651 0.072931083
## 131 0.061385155
## 791 0.053753563
## 311 0.052450089
## 891 0.050503339
## 431 0.049575232
## 821 0.047512417
## 671 0.043039018
## 871 0.041467957
## 210 0.040980540
## 711 0.040336673
## 301 0.039306895
## 921 0.035724100
## 391 0.026182657
## 371 0.023705568
## 641 0.017692994
## 851 0.017056289
## 601 0.011468980
## 621 0.011350737
## 321 0.010215600
## 681 0.009116528
## 191 0.007584184
## 521 0.007299063
## 221 0.001547597
## 461 -0.001825626
## 810 -0.005636223
## 181 -0.006555426
## 971 -0.010483911
## 541 -0.011043478
## 911 -0.011967498
## 421 -0.012523033
## 310 -0.014675700
## 271 -0.016919156
## 991 -0.019786635
## 351 -0.020554578
## 751 -0.020587604
## 141 -0.021308120
## 171 -0.022555006
## 1001 -0.023856505
## 881 -0.024274638
## 551 -0.026161455
## 201 -0.027077280
## 910 -0.030272747
## 261 -0.033336471
## 101 -0.033973082
## 481 -0.035861892
## 941 -0.036606242
## 951 -0.036707182
## 781 -0.037647769
## 581 -0.039067698
## 561 -0.040303748
## 710 -0.040478943
## 510 -0.041745278
## 151 -0.045374572
## 701 -0.047111023
## 241 -0.049001814
## 381 -0.049011890
## 771 -0.052024369
## 811 -0.052214348
## 801 -0.055866554
## 491 -0.058704485
## 401 -0.060290245
## 441 -0.062933816
## 731 -0.076938613
## 831 -0.080940246
## 251 -0.085722510
## 761 -0.090660890
## 111 -0.093146886
## 291 -0.093749525
## 571 -0.106277341
## 661 -0.111685420
## 451 -0.113669364
## 231 -0.113954682
## 331 -0.115651368
## 341 -0.116240145
## 981 -0.118934879
## 841 -0.123844314
## 161 -0.133757833
## 591 -0.138416534
## 410 -0.171879272
## 211 -0.175384378
## 411 -0.176159738
## 531 -0.183673413
## 691 -0.190477134
## 741 -0.194355649
## 901 -0.205546262
## 361 -0.226007997
## 281 -0.244056395
## 861 -0.285274316
## 931 -0.287332711
## 110 -0.438952809
## 471 -0.578968395
## 721 -0.672332303
RSS - prepare to run model n times for patch 1 - only for validation time series
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
validationruns <- 100
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
world_hdr_prefix = "CWWS32",
flowtable = "CWWS32.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valrss1",
commandline_options = c(""))
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
RSS - Run RHESSYs
setwd(system.file("extdata/", package = "RHESSysIOinR"))
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_cmd_pars(m = toprss[i,]$m,
k = toprss[i,]$k,
soil_dep= toprss[i,]$soil_dep,
m_v = toprss[i,]$m_v,
k_v = toprss[i,]$k_v,
gw1 = toprss[i,]$gw1,
gw2 = toprss[i,]$gw2,
pa = toprss[i,]$pa,
po = toprss[i,]$po,
vgseng1 = toprss[i,]$vgseng1,
vgseng2 = toprss[i,]$vgseng2,
vgseng3 = toprss[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
cmd_pars = stdpars,
output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
runID = i)
}
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end_time = Sys.time()
end_time - start_time
## Time difference of 35.46017 mins
##prepare data RSS - prepare site specific soil moisture datasets, make sure that each patch looks at this Site 2 at 60cm A was removed from the averaging because of no data
#Prepare observed Soil moisture data
obsws32smvalclean<- data.frame(obsws32smval$Date,obsws32smval$mergedsoilmoisture)
names(obsws32smvalclean)<- c('Date','mergedsoilmoisture')
obsws32smvalclean
## Date mergedsoilmoisture
## 1 2017-12-17 0.1812803
## 2 2017-12-18 0.1813529
## 3 2017-12-19 0.1786329
## 4 2017-12-20 0.2045600
## 5 2017-12-21 0.2121985
## 6 2017-12-22 0.2034018
## 7 2017-12-23 0.2159135
## 8 2017-12-24 0.2180366
## 9 2017-12-25 0.2051297
## 10 2017-12-26 0.1967778
## 11 2017-12-27 0.1907229
## 12 2017-12-28 0.1860186
## 13 2017-12-29 0.1822263
## 14 2017-12-30 0.1789890
## 15 2017-12-31 0.1760297
## 16 2018-01-01 0.1730221
## 17 2018-01-02 0.1699094
## 18 2018-01-03 0.1674965
## 19 2018-01-04 0.1650735
## 20 2018-01-05 0.1623993
## 21 2018-01-06 0.1599766
## 22 2018-01-07 0.1576960
## 23 2018-01-08 0.1568914
## 24 2018-01-09 0.1574485
## 25 2018-01-10 0.1592184
## 26 2018-01-11 0.2106263
## 27 2018-01-12 0.2585713
## 28 2018-01-13 0.2298163
## 29 2018-01-14 0.2101749
## 30 2018-01-15 0.2000193
## 31 2018-01-16 0.1934378
## 32 2018-01-17 0.1884672
## 33 2018-01-18 0.1847465
## 34 2018-01-19 0.1827311
## 35 2018-01-20 0.1806938
## 36 2018-01-21 0.1788930
## 37 2018-01-22 0.1816379
## 38 2018-01-23 0.2099719
## 39 2018-01-24 0.2042055
## 40 2018-01-25 0.1978362
## 41 2018-01-26 0.1925960
## 42 2018-01-27 0.1913684
## 43 2018-01-28 0.2227986
## 44 2018-01-29 0.2251622
## 45 2018-01-30 0.2114195
## 46 2018-01-31 0.2024122
## 47 2018-02-01 0.1966335
## 48 2018-02-02 0.1958087
## 49 2018-02-03 0.1918223
## 50 2018-02-04 0.2215597
## 51 2018-02-05 0.2242181
## 52 2018-02-06 0.2119706
## 53 2018-02-07 0.2403602
## 54 2018-02-08 0.2277506
## 55 2018-02-09 0.2117093
## 56 2018-02-10 0.2263567
## 57 2018-02-11 0.2594152
## 58 2018-02-12 0.2177703
## 59 2018-02-13 0.2526821
## 60 2018-02-14 0.2187074
## 61 2018-02-15 0.2141866
## 62 2018-02-16 0.2078769
## 63 2018-02-17 0.2023741
## 64 2018-02-18 0.2103213
## 65 2018-02-19 0.2066506
## 66 2018-02-20 0.2011578
## 67 2018-02-21 0.2304523
## 68 2018-02-22 0.2259672
## 69 2018-02-23 0.2114646
## 70 2018-02-24 0.2029441
## 71 2018-02-25 0.2018564
## 72 2018-02-26 0.2042301
## 73 2018-02-27 0.1995574
## 74 2018-02-28 0.2057860
## 75 2018-03-01 0.2489119
## 76 2018-03-02 0.2292061
## 77 2018-03-03 0.2128520
## 78 2018-03-04 0.2033614
## 79 2018-03-05 0.1965865
## 80 2018-03-06 0.2052393
## 81 2018-03-07 0.2119353
## 82 2018-03-08 0.2067156
## 83 2018-03-09 0.2004845
## 84 2018-03-10 0.1957295
## 85 2018-03-11 0.1919861
## 86 2018-03-12 0.2025691
## 87 2018-03-13 0.2017443
## 88 2018-03-14 0.1974754
## 89 2018-03-15 0.1936638
## 90 2018-03-16 0.1900477
## 91 2018-03-17 0.1877393
## 92 2018-03-18 0.1905354
## 93 2018-03-19 0.1901329
## 94 2018-03-20 0.2072206
## 95 2018-03-21 0.2128883
## 96 2018-03-22 0.2075410
## 97 2018-03-23 0.2024549
## 98 2018-03-24 0.1993210
## 99 2018-03-25 0.2166313
## 100 2018-03-26 0.2121376
## 101 2018-03-27 0.2056414
## 102 2018-03-28 0.2002648
## 103 2018-03-29 0.2006057
## 104 2018-03-30 0.2255177
## 105 2018-03-31 0.2150303
## 106 2018-04-01 0.2069646
## 107 2018-04-02 0.2005587
## 108 2018-04-03 0.1953756
## 109 2018-04-04 0.1962923
## 110 2018-04-05 0.1934653
## 111 2018-04-06 0.1907393
## 112 2018-04-07 0.2162749
## 113 2018-04-08 0.2142361
## 114 2018-04-09 0.2083649
## 115 2018-04-10 0.2035641
## 116 2018-04-11 0.1985177
## 117 2018-04-12 0.1938879
## 118 2018-04-13 0.1897607
## 119 2018-04-14 0.1861888
## 120 2018-04-15 0.2267652
## 121 2018-04-16 0.2352825
## 122 2018-04-17 0.2187042
## 123 2018-04-18 0.2088741
## 124 2018-04-19 0.2016534
## 125 2018-04-20 0.1961351
## 126 2018-04-21 0.1915013
## 127 2018-04-22 0.1883138
## 128 2018-04-23 0.2570006
## 129 2018-04-24 0.2662503
## 130 2018-04-25 0.2356152
## 131 2018-04-26 0.2246237
## 132 2018-04-27 0.2251174
## 133 2018-04-28 0.2142165
## 134 2018-04-29 0.2061856
## 135 2018-04-30 0.1998873
## 136 2018-05-01 0.1946701
## 137 2018-05-02 0.1905331
## 138 2018-05-03 0.1862787
## 139 2018-05-04 0.1821768
## 140 2018-05-05 0.1787459
## 141 2018-05-06 0.1771430
## 142 2018-05-07 0.1816304
## 143 2018-05-08 0.1969321
## 144 2018-05-09 0.1949738
## 145 2018-05-10 0.1898592
## 146 2018-05-11 0.1844252
## 147 2018-05-12 0.1788747
## 148 2018-05-13 0.1733239
## 149 2018-05-14 0.1679975
## 150 2018-05-15 0.1646196
obsws32smvalclean$Site3<- rowMeans(subset(obsws32smval, select = c(smois30site3a,smois60site3a,smois30site3b,smois60site3b), na.rm = TRUE))
obsws32smvalclean$Site2<- rowMeans(subset(obsws32smval, select = c(smois30site2a,smois30site2b,smois60site2b), na.rm = TRUE))
obsws32smvalclean$Site1<- rowMeans(subset(obsws32smval, select = c(smois30site1a,smois60site1a,smois30site1b,smois60site1b), na.rm = TRUE))
obsws32smvalclean
## Date mergedsoilmoisture Site3 Site2 Site1
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696
plot(obsws32smvalclean$Date,obsws32smvalclean$Site3, type = "l", main = "SITE 3 Averaged Sensor Output")
obsws32smvalclean$Site3
## [1] 0.2184210 0.2184097 0.2147977 0.2352214 0.2435130 0.2369948 0.2474115
## [8] 0.2508741 0.2392457 0.2311780 0.2253247 0.2206840 0.2169158 0.2136771
## [15] 0.2104852 0.2068863 0.2026606 0.1998021 0.1969184 0.1935668 0.1904905
## [22] 0.1877726 0.1872422 0.1894384 0.1939688 0.2476406 0.3023993 0.2697049
## [29] 0.2461050 0.2340321 0.2271962 0.2222873 0.2177543 0.2160347 0.2148377
## [36] 0.2141354 0.2176727 0.2426632 0.2377882 0.2319010 0.2267535 0.2261970
## [43] 0.2548967 0.2590182 0.2458255 0.2366563 0.2307604 0.2303811 0.2255894
## [50] 0.2586415 0.2588863 0.2460191 0.2747222 0.2657526 0.2479861 0.2620903
## [57] NA NA 0.3420382 0.2685182 0.2565538 0.2455486 0.2391111
## [64] 0.2463655 0.2421328 0.2357995 0.2652378 0.2614158 0.2466120 0.2381710
## [71] 0.2393038 0.2415321 0.2352457 0.2428750 0.2840321 0.2686840 0.2514045
## [78] 0.2409384 0.2332422 0.2435052 0.2464280 0.2389826 0.2327387 0.2281016
## [85] 0.2243811 0.2368247 0.2339063 0.2298194 0.2264358 0.2228429 0.2206745
## [92] 0.2259635 0.2256233 0.2431823 0.2453212 0.2405356 0.2355833 0.2326936
## [99] 0.2498394 0.2440990 0.2378082 0.2323446 0.2330764 0.2530920 0.2447335
## [106] 0.2373377 0.2311814 0.2262899 0.2295095 0.2269696 0.2251259 0.2500877
## [113] 0.2459740 0.2414036 0.2366189 0.2312960 0.2266094 0.2225330 0.2190686
## [120] 0.2573394 0.2709479 0.2539436 0.2433733 0.2354809 0.2297092 0.2250877
## [127] 0.2221033 0.2928273 0.3156189 0.2778342 0.2655755 0.2625469 0.2513707
## [134] 0.2437292 0.2375208 0.2322135 0.2286172 0.2238941 0.2190781 0.2156814
## [141] 0.2143819 0.2184427 0.2361970 0.2357708 0.2300799 0.2234852 0.2176962
## [148] 0.2124896 0.2079583 0.2067674
{plot(obsws32smvalclean$Date,obsws32smvalclean$mergedsoilmoisture, type = "l", main = "All site averaged sensor output", lty = 3, lwd = 2, ylim = c(0.10,0.35))
lines(obsws32smvalclean$Date,obsws32smvalclean$Site1, col = 'BLUE')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site2, col = 'RED')
lines(obsws32smvalclean$Date,obsws32smvalclean$Site3, col = 'GREEN')}
# must modify vwc calculation to use * instead of / RSS - read 20 runs, create table and append to table for site 1
# Read in RHESSys Validation runs
setwd(system.file("extdata/", package = "RHESSysIOinR"))
#create rootzonevwc column
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valrss1_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss1_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 112 136557 136557 0.415468 0.122944
## 2 1 112 136557 136557 0.420827 0.122944
## 3 1 112 136557 136557 0.357683 0.122944
## 4 1 112 136557 136557 0.503929 0.122944
## 5 1 112 136557 136557 0.360257 0.122944
## 6 1 112 136557 136557 0.403001 0.122944
## 7 1 112 136557 136557 0.510782 0.122944
## 8 1 112 136557 136557 0.358070 0.122944
## 9 1 112 136557 136557 0.325261 0.122944
## 10 1 112 136557 136557 0.303021 0.122944
## 11 1 112 136557 136557 0.286324 0.122944
## 12 1 112 136557 136557 0.273052 0.122944
## 13 1 112 136557 136557 0.262101 0.122944
## 14 1 112 136557 136557 0.252824 0.122944
## 15 1 112 136557 136557 0.244808 0.122944
## 16 1 112 136557 136557 0.237774 0.122944
## 17 1 112 136557 136557 0.231524 0.122944
## 18 1 112 136557 136557 0.225915 0.122944
## 19 1 112 136557 136557 0.220838 0.122944
## 20 1 112 136557 136557 0.216208 0.122944
## 21 1 112 136557 136557 0.211960 0.122944
## 22 1 112 136557 136557 0.208042 0.122944
## 23 1 112 136557 136557 0.216849 0.122944
## 24 1 112 136557 136557 0.212554 0.122944
## 25 1 112 136557 136557 0.235740 0.122944
## 26 1 112 136557 136557 0.446701 0.122944
## 27 1 112 136557 136557 0.446701 0.122944
## 28 1 112 136557 136557 0.366924 0.122944
## 29 1 112 136557 136557 0.330913 0.122944
## 30 1 112 136557 136557 0.307199 0.122944
## 31 1 112 136557 136557 0.312191 0.122944
## 32 1 112 136557 136557 0.293458 0.122944
## 33 1 112 136557 136557 0.278874 0.122944
## 34 1 112 136557 136557 0.267009 0.122944
## 35 1 112 136557 136557 0.257059 0.122944
## 36 1 112 136557 136557 0.248528 0.122944
## 37 1 112 136557 136557 0.446701 0.122944
## 38 1 112 136557 136557 0.446701 0.122944
## 39 1 112 136557 136557 0.367062 0.122944
## 40 1 112 136557 136557 0.331061 0.122944
## 41 1 112 136557 136557 0.307348 0.122944
## 42 1 112 136557 136557 0.412607 0.122944
## 43 1 112 136557 136557 0.487171 0.122944
## 44 1 112 136557 136557 0.364997 0.122944
## 45 1 112 136557 136557 0.329841 0.122944
## 46 1 112 136557 136557 0.306501 0.122944
## 47 1 112 136557 136557 0.329597 0.122944
## 48 1 112 136557 136557 0.306336 0.122944
## 49 1 112 136557 136557 0.289036 0.122944
## 50 1 112 136557 136557 0.509261 0.122944
## 51 1 112 136557 136557 0.359955 0.122944
## 52 1 112 136557 136557 0.374121 0.122944
## 53 1 112 136557 136557 0.446701 0.122944
## 54 1 112 136557 136557 0.367281 0.122944
## 55 1 112 136557 136557 0.331290 0.122944
## 56 1 112 136557 136557 0.446701 0.122944
## 57 1 112 136557 136557 0.446701 0.122944
## 58 1 112 136557 136557 0.503496 0.122944
## 59 1 112 136557 136557 0.494842 0.122944
## 60 1 112 136557 136557 0.363819 0.122944
## 61 1 112 136557 136557 0.422638 0.122944
## 62 1 112 136557 136557 0.359025 0.122944
## 63 1 112 136557 136557 0.448799 0.122944
## 64 1 112 136557 136557 0.459854 0.122944
## 65 1 112 136557 136557 0.460661 0.122944
## 66 1 112 136557 136557 0.467166 0.122944
## 67 1 112 136557 136557 0.446701 0.122944
## 68 1 112 136557 136557 0.366964 0.122944
## 69 1 112 136557 136557 0.330935 0.122944
## 70 1 112 136557 136557 0.332597 0.122944
## 71 1 112 136557 136557 0.405829 0.122944
## 72 1 112 136557 136557 0.434408 0.122944
## 73 1 112 136557 136557 0.363044 0.122944
## 74 1 112 136557 136557 0.503927 0.122944
## 75 1 112 136557 136557 0.446701 0.122944
## 76 1 112 136557 136557 0.366742 0.122944
## 77 1 112 136557 136557 0.330700 0.122944
## 78 1 112 136557 136557 0.306968 0.122944
## 79 1 112 136557 136557 0.289399 0.122944
## 80 1 112 136557 136557 0.425023 0.122944
## 81 1 112 136557 136557 0.433920 0.122944
## 82 1 112 136557 136557 0.362661 0.122944
## 83 1 112 136557 136557 0.328147 0.122944
## 84 1 112 136557 136557 0.305107 0.122944
## 85 1 112 136557 136557 0.326417 0.122944
## 86 1 112 136557 136557 0.408547 0.122944
## 87 1 112 136557 136557 0.406058 0.122944
## 88 1 112 136557 136557 0.404239 0.122944
## 89 1 112 136557 136557 0.400383 0.122944
## 90 1 112 136557 136557 0.396947 0.122944
## 91 1 112 136557 136557 0.452282 0.122944
## 92 1 112 136557 136557 0.444177 0.122944
## 93 1 112 136557 136557 0.510872 0.122944
## 94 1 112 136557 136557 0.510800 0.122944
## 95 1 112 136557 136557 0.485638 0.122944
## 96 1 112 136557 136557 0.466214 0.122944
## 97 1 112 136557 136557 0.451881 0.122944
## 98 1 112 136557 136557 0.509578 0.122944
## 99 1 112 136557 136557 0.507582 0.122944
## 100 1 112 136557 136557 0.479776 0.122944
## 101 1 112 136557 136557 0.462320 0.122944
## 102 1 112 136557 136557 0.448581 0.122944
## 103 1 112 136557 136557 0.462855 0.122944
## 104 1 112 136557 136557 0.449118 0.122944
## 105 1 112 136557 136557 0.442886 0.122944
## 106 1 112 136557 136557 0.438663 0.122944
## 107 1 112 136557 136557 0.434578 0.122944
## 108 1 112 136557 136557 0.431314 0.122944
## 109 1 112 136557 136557 0.464785 0.122944
## 110 1 112 136557 136557 0.449821 0.122944
## 111 1 112 136557 136557 0.482259 0.122944
## 112 1 112 136557 136557 0.481876 0.122944
## 113 1 112 136557 136557 0.463295 0.122944
## 114 1 112 136557 136557 0.468924 0.122944
## 115 1 112 136557 136557 0.453890 0.122944
## 116 1 112 136557 136557 0.445659 0.122944
## 117 1 112 136557 136557 0.441362 0.122944
## 118 1 112 136557 136557 0.437719 0.122944
## 119 1 112 136557 136557 0.434909 0.122944
## 120 1 112 136557 136557 0.446701 0.122944
## 121 1 112 136557 136557 0.445320 0.122944
## 122 1 112 136557 136557 0.439738 0.122944
## 123 1 112 136557 136557 0.434023 0.122944
## 124 1 112 136557 136557 0.429895 0.122944
## 125 1 112 136557 136557 0.424629 0.122944
## 126 1 112 136557 136557 0.420955 0.122944
## 127 1 112 136557 136557 0.452968 0.122944
## 128 1 112 136557 136557 0.446701 0.122944
## 129 1 112 136557 136557 0.480061 0.122944
## 130 1 112 136557 136557 0.462458 0.122944
## 131 1 112 136557 136557 0.509312 0.122944
## 132 1 112 136557 136557 0.479315 0.122944
## 133 1 112 136557 136557 0.460523 0.122944
## 134 1 112 136557 136557 0.446701 0.122944
## 135 1 112 136557 136557 0.441456 0.122944
## 136 1 112 136557 136557 0.435977 0.122944
## 137 1 112 136557 136557 0.431212 0.122944
## 138 1 112 136557 136557 0.426151 0.122944
## 139 1 112 136557 136557 0.420767 0.122944
## 140 1 112 136557 136557 0.417290 0.122944
## 141 1 112 136557 136557 0.434367 0.122944
## 142 1 112 136557 136557 0.510899 0.122944
## 143 1 112 136557 136557 0.502654 0.122944
## 144 1 112 136557 136557 0.478931 0.122944
## 145 1 112 136557 136557 0.465304 0.122944
## 146 1 112 136557 136557 0.446701 0.122944
## 147 1 112 136557 136557 0.435668 0.122944
## 148 1 112 136557 136557 0.423969 0.122944
## 149 1 112 136557 136557 0.412251 0.122944
## 150 1 112 136557 136557 0.475485 0.122944
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.054919 0.051079 0.05107930
## 2 0.054919 0.051738 0.05173815
## 3 0.054919 0.043975 0.04397498
## 4 0.054919 0.061955 0.06195505
## 5 0.054919 0.044291 0.04429144
## 6 0.054919 0.049546 0.04954655
## 7 0.054919 0.062797 0.06279758
## 8 0.054919 0.044022 0.04402256
## 9 0.054919 0.039989 0.03998889
## 10 0.054919 0.037254 0.03725461
## 11 0.054919 0.035202 0.03520182
## 12 0.054919 0.033570 0.03357011
## 13 0.054919 0.032224 0.03222375
## 14 0.054919 0.031083 0.03108319
## 15 0.054919 0.030098 0.03009767
## 16 0.054919 0.029233 0.02923289
## 17 0.054919 0.028464 0.02846449
## 18 0.054919 0.027775 0.02777489
## 19 0.054919 0.027151 0.02715071
## 20 0.054919 0.026581 0.02658148
## 21 0.054919 0.026059 0.02605921
## 22 0.054919 0.025577 0.02557752
## 23 0.054919 0.026660 0.02666028
## 24 0.054919 0.026132 0.02613224
## 25 0.054919 0.028983 0.02898282
## 26 0.054919 0.054919 0.05491921
## 27 0.054919 0.054919 0.05491921
## 28 0.054919 0.045111 0.04511110
## 29 0.054919 0.040684 0.04068377
## 30 0.054919 0.037768 0.03776827
## 31 0.054919 0.038382 0.03838201
## 32 0.054919 0.036079 0.03607890
## 33 0.054919 0.034286 0.03428589
## 34 0.054919 0.032827 0.03282715
## 35 0.054919 0.031604 0.03160386
## 36 0.054919 0.030555 0.03055503
## 37 0.054919 0.054919 0.05491921
## 38 0.054919 0.054919 0.05491921
## 39 0.054919 0.045128 0.04512807
## 40 0.054919 0.040702 0.04070196
## 41 0.054919 0.037786 0.03778659
## 42 0.054919 0.050727 0.05072756
## 43 0.054919 0.059895 0.05989475
## 44 0.054919 0.044874 0.04487419
## 45 0.054919 0.040552 0.04055197
## 46 0.054919 0.037682 0.03768246
## 47 0.054919 0.040522 0.04052197
## 48 0.054919 0.037662 0.03766217
## 49 0.054919 0.035535 0.03553524
## 50 0.054919 0.062610 0.06261058
## 51 0.054919 0.044254 0.04425431
## 52 0.054919 0.045996 0.04599593
## 53 0.054919 0.054919 0.05491921
## 54 0.054919 0.045155 0.04515500
## 55 0.054919 0.040730 0.04073012
## 56 0.054919 0.054919 0.05491921
## 57 0.054919 0.054919 0.05491921
## 58 0.054919 0.061902 0.06190181
## 59 0.054919 0.060838 0.06083785
## 60 0.054919 0.044729 0.04472936
## 61 0.054919 0.051961 0.05196081
## 62 0.054919 0.044140 0.04413997
## 63 0.054919 0.055177 0.05517714
## 64 0.054919 0.056536 0.05653629
## 65 0.054919 0.056635 0.05663551
## 66 0.054919 0.057435 0.05743526
## 67 0.054919 0.054919 0.05491921
## 68 0.054919 0.045116 0.04511602
## 69 0.054919 0.040686 0.04068647
## 70 0.054919 0.040891 0.04089081
## 71 0.054919 0.049894 0.04989424
## 72 0.054919 0.053408 0.05340786
## 73 0.054919 0.044634 0.04463408
## 74 0.054919 0.061955 0.06195480
## 75 0.054919 0.054919 0.05491921
## 76 0.054919 0.045089 0.04508873
## 77 0.054919 0.040657 0.04065758
## 78 0.054919 0.037740 0.03773987
## 79 0.054919 0.035580 0.03557987
## 80 0.054919 0.052254 0.05225403
## 81 0.054919 0.053348 0.05334786
## 82 0.054919 0.044587 0.04458699
## 83 0.054919 0.040344 0.04034370
## 84 0.054919 0.037511 0.03751108
## 85 0.054919 0.040131 0.04013101
## 86 0.054919 0.050228 0.05022840
## 87 0.054919 0.049922 0.04992239
## 88 0.054919 0.049699 0.04969876
## 89 0.054919 0.049224 0.04922469
## 90 0.054919 0.048802 0.04880225
## 91 0.054919 0.055605 0.05560536
## 92 0.054919 0.054609 0.05460890
## 93 0.054919 0.062808 0.06280865
## 94 0.054919 0.062800 0.06279980
## 95 0.054919 0.059706 0.05970628
## 96 0.054919 0.057318 0.05731821
## 97 0.054919 0.055556 0.05555606
## 98 0.054919 0.062649 0.06264956
## 99 0.054919 0.062404 0.06240416
## 100 0.054919 0.058985 0.05898558
## 101 0.054919 0.056839 0.05683947
## 102 0.054919 0.055150 0.05515034
## 103 0.054919 0.056905 0.05690525
## 104 0.054919 0.055216 0.05521636
## 105 0.054919 0.054450 0.05445018
## 106 0.054919 0.053931 0.05393098
## 107 0.054919 0.053428 0.05342876
## 108 0.054919 0.053027 0.05302747
## 109 0.054919 0.057142 0.05714253
## 110 0.054919 0.055303 0.05530279
## 111 0.054919 0.059291 0.05929085
## 112 0.054919 0.059244 0.05924376
## 113 0.054919 0.056959 0.05695934
## 114 0.054919 0.057651 0.05765139
## 115 0.054919 0.055803 0.05580305
## 116 0.054919 0.054791 0.05479110
## 117 0.054919 0.054263 0.05426281
## 118 0.054919 0.053815 0.05381492
## 119 0.054919 0.053469 0.05346945
## 120 0.054919 0.054919 0.05491921
## 121 0.054919 0.054749 0.05474942
## 122 0.054919 0.054063 0.05406315
## 123 0.054919 0.053360 0.05336052
## 124 0.054919 0.052853 0.05285301
## 125 0.054919 0.052205 0.05220559
## 126 0.054919 0.051754 0.05175389
## 127 0.054919 0.055690 0.05568970
## 128 0.054919 0.054919 0.05491921
## 129 0.054919 0.059020 0.05902062
## 130 0.054919 0.056856 0.05685644
## 131 0.054919 0.062617 0.06261685
## 132 0.054919 0.058929 0.05892890
## 133 0.054919 0.056618 0.05661854
## 134 0.054919 0.054919 0.05491921
## 135 0.054919 0.054274 0.05427437
## 136 0.054919 0.053601 0.05360076
## 137 0.054919 0.053015 0.05301493
## 138 0.054919 0.052392 0.05239271
## 139 0.054919 0.051731 0.05173078
## 140 0.054919 0.051303 0.05130330
## 141 0.054919 0.053403 0.05340282
## 142 0.054919 0.062812 0.06281197
## 143 0.054919 0.061798 0.06179829
## 144 0.054919 0.058881 0.05888169
## 145 0.054919 0.057206 0.05720633
## 146 0.054919 0.054919 0.05491921
## 147 0.054919 0.053563 0.05356277
## 148 0.054919 0.052124 0.05212444
## 149 0.054919 0.050684 0.05068379
## 150 0.054919 0.058458 0.05845803
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1
## [[1]]
## [1] -0.01484606
##
## [[2]]
## [1] -0.001148483
##
## [[3]]
## [1] -0.0470103
##
## [[4]]
## [1] -0.001157274
##
## [[5]]
## [1] -0.008636751
##
## [[6]]
## [1] 0.005989771
##
## [[7]]
## [1] -0.02571442
##
## [[8]]
## [1] -0.06711201
##
## [[9]]
## [1] -0.01840532
##
## [[10]]
## [1] -0.07495164
##
## [[11]]
## [1] -0.06527117
##
## [[12]]
## [1] 0.001583939
##
## [[13]]
## [1] -0.1177189
##
## [[14]]
## [1] -0.08710189
##
## [[15]]
## [1] -0.02669286
##
## [[16]]
## [1] -0.04347748
##
## [[17]]
## [1] -0.09717491
##
## [[18]]
## [1] -0.006271395
##
## [[19]]
## [1] -0.07325936
##
## [[20]]
## [1] -0.0634458
##
## [[21]]
## [1] -0.05648549
##
## [[22]]
## [1] -0.170134
##
## [[23]]
## [1] -0.1944063
##
## [[24]]
## [1] -0.09089716
##
## [[25]]
## [1] -0.09673906
##
## [[26]]
## [1] -0.08256837
##
## [[27]]
## [1] -0.1094994
##
## [[28]]
## [1] -0.1221707
##
## [[29]]
## [1] -0.1166196
##
## [[30]]
## [1] -0.134275
##
## [[31]]
## [1] -0.2113722
##
## [[32]]
## [1] -0.04280956
##
## [[33]]
## [1] -0.06059303
##
## [[34]]
## [1] -0.1538342
##
## [[35]]
## [1] -0.09946214
##
## [[36]]
## [1] -0.2125966
##
## [[37]]
## [1] -0.169139
##
## [[38]]
## [1] -0.114692
##
## [[39]]
## [1] -0.2172895
##
## [[40]]
## [1] -0.1688159
##
## [[41]]
## [1] -0.1499535
##
## [[42]]
## [1] -0.3315739
##
## [[43]]
## [1] -0.1807295
##
## [[44]]
## [1] -0.2708107
##
## [[45]]
## [1] -0.105857
##
## [[46]]
## [1] -0.2509037
##
## [[47]]
## [1] -0.1692785
##
## [[48]]
## [1] -0.1599263
##
## [[49]]
## [1] -0.05128009
##
## [[50]]
## [1] -0.1846133
##
## [[51]]
## [1] -0.03766407
##
## [[52]]
## [1] -0.1679844
##
## [[53]]
## [1] -0.07639461
##
## [[54]]
## [1] -0.305591
##
## [[55]]
## [1] -0.04665626
##
## [[56]]
## [1] 0.0005678582
##
## [[57]]
## [1] -0.06964319
##
## [[58]]
## [1] -0.185213
##
## [[59]]
## [1] -0.1866418
##
## [[60]]
## [1] -0.09660299
##
## [[61]]
## [1] -0.05157242
##
## [[62]]
## [1] -0.181663
##
## [[63]]
## [1] -0.111771
##
## [[64]]
## [1] -0.08260897
##
## [[65]]
## [1] -0.04831633
##
## [[66]]
## [1] -0.1686076
##
## [[67]]
## [1] 0.0154741
##
## [[68]]
## [1] -0.2517505
##
## [[69]]
## [1] -0.1247292
##
## [[70]]
## [1] -0.06944991
##
## [[71]]
## [1] -0.1145306
##
## [[72]]
## [1] -0.1072606
##
## [[73]]
## [1] -0.1042551
##
## [[74]]
## [1] -0.01883943
##
## [[75]]
## [1] -0.04346919
##
## [[76]]
## [1] -0.318094
##
## [[77]]
## [1] -0.1648099
##
## [[78]]
## [1] -0.1189501
##
## [[79]]
## [1] -0.1592605
##
## [[80]]
## [1] -0.09280213
##
## [[81]]
## [1] -0.1250372
##
## [[82]]
## [1] -0.1591639
##
## [[83]]
## [1] -0.2621097
##
## [[84]]
## [1] -0.3267514
##
## [[85]]
## [1] -0.4356883
##
## [[86]]
## [1] -0.1981507
##
## [[87]]
## [1] -0.1568463
##
## [[88]]
## [1] -0.2536639
##
## [[89]]
## [1] -0.1727286
##
## [[90]]
## [1] -0.3612061
##
## [[91]]
## [1] -0.05534701
##
## [[92]]
## [1] -0.09872171
##
## [[93]]
## [1] -0.0937407
##
## [[94]]
## [1] -0.2111709
##
## [[95]]
## [1] -0.1647807
##
## [[96]]
## [1] -0.2356949
##
## [[97]]
## [1] -0.1160222
##
## [[98]]
## [1] -0.1293625
##
## [[99]]
## [1] -0.3251603
##
## [[100]]
## [1] -0.2469331
RSS - Explore Site 1
'Exploring Site 1 RSS'
## [1] "Exploring Site 1 RSS"
cwws32valrss1_run1
## day month year basinID hillID zoneID patchID rootzone.S
## 1 1 11 2017 1 112 136557 136557 0.365775
## 2 2 11 2017 1 112 136557 136557 0.329689
## 3 3 11 2017 1 112 136557 136557 0.305971
## 4 4 11 2017 1 112 136557 136557 0.288430
## 5 5 11 2017 1 112 136557 136557 0.274611
## 6 6 11 2017 1 112 136557 136557 0.276274
## 7 7 11 2017 1 112 136557 136557 0.419166
## 8 8 11 2017 1 112 136557 136557 0.422738
## 9 9 11 2017 1 112 136557 136557 0.437027
## 10 10 11 2017 1 112 136557 136557 0.362827
## 11 11 11 2017 1 112 136557 136557 0.327854
## 12 12 11 2017 1 112 136557 136557 0.383101
## 13 13 11 2017 1 112 136557 136557 0.384887
## 14 14 11 2017 1 112 136557 136557 0.340491
## 15 15 11 2017 1 112 136557 136557 0.313445
## 16 16 11 2017 1 112 136557 136557 0.294092
## 17 17 11 2017 1 112 136557 136557 0.279139
## 18 18 11 2017 1 112 136557 136557 0.391543
## 19 19 11 2017 1 112 136557 136557 0.393329
## 20 20 11 2017 1 112 136557 136557 0.344895
## 21 21 11 2017 1 112 136557 136557 0.346557
## 22 22 11 2017 1 112 136557 136557 0.317536
## 23 23 11 2017 1 112 136557 136557 0.297163
## 24 24 11 2017 1 112 136557 136557 0.281586
## 25 25 11 2017 1 112 136557 136557 0.269059
## 26 26 11 2017 1 112 136557 136557 0.258641
## 27 27 11 2017 1 112 136557 136557 0.249764
## 28 28 11 2017 1 112 136557 136557 0.242058
## 29 29 11 2017 1 112 136557 136557 0.235273
## 30 30 11 2017 1 112 136557 136557 0.254796
## 31 1 12 2017 1 112 136557 136557 0.246449
## 32 2 12 2017 1 112 136557 136557 0.239157
## 33 3 12 2017 1 112 136557 136557 0.232701
## 34 4 12 2017 1 112 136557 136557 0.226924
## 35 5 12 2017 1 112 136557 136557 0.391126
## 36 6 12 2017 1 112 136557 136557 0.343961
## 37 7 12 2017 1 112 136557 136557 0.315915
## 38 8 12 2017 1 112 136557 136557 0.296037
## 39 9 12 2017 1 112 136557 136557 0.280758
## 40 10 12 2017 1 112 136557 136557 0.268430
## 41 11 12 2017 1 112 136557 136557 0.258153
## 42 12 12 2017 1 112 136557 136557 0.316535
## 43 13 12 2017 1 112 136557 136557 0.296529
## 44 14 12 2017 1 112 136557 136557 0.281171
## 45 15 12 2017 1 112 136557 136557 0.294690
## 46 16 12 2017 1 112 136557 136557 0.400454
## 47 17 12 2017 1 112 136557 136557 0.415468
## 48 18 12 2017 1 112 136557 136557 0.420827
## 49 19 12 2017 1 112 136557 136557 0.357683
## 50 20 12 2017 1 112 136557 136557 0.503929
## 51 21 12 2017 1 112 136557 136557 0.360257
## 52 22 12 2017 1 112 136557 136557 0.403001
## 53 23 12 2017 1 112 136557 136557 0.510782
## 54 24 12 2017 1 112 136557 136557 0.358070
## 55 25 12 2017 1 112 136557 136557 0.325261
## 56 26 12 2017 1 112 136557 136557 0.303021
## 57 27 12 2017 1 112 136557 136557 0.286324
## 58 28 12 2017 1 112 136557 136557 0.273052
## 59 29 12 2017 1 112 136557 136557 0.262101
## 60 30 12 2017 1 112 136557 136557 0.252824
## 61 31 12 2017 1 112 136557 136557 0.244808
## 62 1 1 2018 1 112 136557 136557 0.237774
## 63 2 1 2018 1 112 136557 136557 0.231524
## 64 3 1 2018 1 112 136557 136557 0.225915
## 65 4 1 2018 1 112 136557 136557 0.220838
## 66 5 1 2018 1 112 136557 136557 0.216208
## 67 6 1 2018 1 112 136557 136557 0.211960
## 68 7 1 2018 1 112 136557 136557 0.208042
## 69 8 1 2018 1 112 136557 136557 0.216849
## 70 9 1 2018 1 112 136557 136557 0.212554
## 71 10 1 2018 1 112 136557 136557 0.235740
## 72 11 1 2018 1 112 136557 136557 0.446701
## 73 12 1 2018 1 112 136557 136557 0.446701
## 74 13 1 2018 1 112 136557 136557 0.366924
## 75 14 1 2018 1 112 136557 136557 0.330913
## 76 15 1 2018 1 112 136557 136557 0.307199
## 77 16 1 2018 1 112 136557 136557 0.312191
## 78 17 1 2018 1 112 136557 136557 0.293458
## 79 18 1 2018 1 112 136557 136557 0.278874
## 80 19 1 2018 1 112 136557 136557 0.267009
## 81 20 1 2018 1 112 136557 136557 0.257059
## 82 21 1 2018 1 112 136557 136557 0.248528
## 83 22 1 2018 1 112 136557 136557 0.446701
## 84 23 1 2018 1 112 136557 136557 0.446701
## 85 24 1 2018 1 112 136557 136557 0.367062
## 86 25 1 2018 1 112 136557 136557 0.331061
## 87 26 1 2018 1 112 136557 136557 0.307348
## 88 27 1 2018 1 112 136557 136557 0.412607
## 89 28 1 2018 1 112 136557 136557 0.487171
## 90 29 1 2018 1 112 136557 136557 0.364997
## 91 30 1 2018 1 112 136557 136557 0.329841
## 92 31 1 2018 1 112 136557 136557 0.306501
## 93 1 2 2018 1 112 136557 136557 0.329597
## 94 2 2 2018 1 112 136557 136557 0.306336
## 95 3 2 2018 1 112 136557 136557 0.289036
## 96 4 2 2018 1 112 136557 136557 0.509261
## 97 5 2 2018 1 112 136557 136557 0.359955
## 98 6 2 2018 1 112 136557 136557 0.374121
## 99 7 2 2018 1 112 136557 136557 0.446701
## 100 8 2 2018 1 112 136557 136557 0.367281
## 101 9 2 2018 1 112 136557 136557 0.331290
## 102 10 2 2018 1 112 136557 136557 0.446701
## 103 11 2 2018 1 112 136557 136557 0.446701
## 104 12 2 2018 1 112 136557 136557 0.503496
## 105 13 2 2018 1 112 136557 136557 0.494842
## 106 14 2 2018 1 112 136557 136557 0.363819
## 107 15 2 2018 1 112 136557 136557 0.422638
## 108 16 2 2018 1 112 136557 136557 0.359025
## 109 17 2 2018 1 112 136557 136557 0.448799
## 110 18 2 2018 1 112 136557 136557 0.459854
## 111 19 2 2018 1 112 136557 136557 0.460661
## 112 20 2 2018 1 112 136557 136557 0.467166
## 113 21 2 2018 1 112 136557 136557 0.446701
## 114 22 2 2018 1 112 136557 136557 0.366964
## 115 23 2 2018 1 112 136557 136557 0.330935
## 116 24 2 2018 1 112 136557 136557 0.332597
## 117 25 2 2018 1 112 136557 136557 0.405829
## 118 26 2 2018 1 112 136557 136557 0.434408
## 119 27 2 2018 1 112 136557 136557 0.363044
## 120 28 2 2018 1 112 136557 136557 0.503927
## 121 1 3 2018 1 112 136557 136557 0.446701
## 122 2 3 2018 1 112 136557 136557 0.366742
## 123 3 3 2018 1 112 136557 136557 0.330700
## 124 4 3 2018 1 112 136557 136557 0.306968
## 125 5 3 2018 1 112 136557 136557 0.289399
## 126 6 3 2018 1 112 136557 136557 0.425023
## 127 7 3 2018 1 112 136557 136557 0.433920
## 128 8 3 2018 1 112 136557 136557 0.362661
## 129 9 3 2018 1 112 136557 136557 0.328147
## 130 10 3 2018 1 112 136557 136557 0.305107
## 131 11 3 2018 1 112 136557 136557 0.326417
## 132 12 3 2018 1 112 136557 136557 0.408547
## 133 13 3 2018 1 112 136557 136557 0.406058
## 134 14 3 2018 1 112 136557 136557 0.404239
## 135 15 3 2018 1 112 136557 136557 0.400383
## 136 16 3 2018 1 112 136557 136557 0.396947
## 137 17 3 2018 1 112 136557 136557 0.452282
## 138 18 3 2018 1 112 136557 136557 0.444177
## 139 19 3 2018 1 112 136557 136557 0.510872
## 140 20 3 2018 1 112 136557 136557 0.510800
## 141 21 3 2018 1 112 136557 136557 0.485638
## 142 22 3 2018 1 112 136557 136557 0.466214
## 143 23 3 2018 1 112 136557 136557 0.451881
## 144 24 3 2018 1 112 136557 136557 0.509578
## 145 25 3 2018 1 112 136557 136557 0.507582
## 146 26 3 2018 1 112 136557 136557 0.479776
## 147 27 3 2018 1 112 136557 136557 0.462320
## 148 28 3 2018 1 112 136557 136557 0.448581
## 149 29 3 2018 1 112 136557 136557 0.462855
## 150 30 3 2018 1 112 136557 136557 0.449118
## 151 31 3 2018 1 112 136557 136557 0.442886
## 152 1 4 2018 1 112 136557 136557 0.438663
## 153 2 4 2018 1 112 136557 136557 0.434578
## 154 3 4 2018 1 112 136557 136557 0.431314
## 155 4 4 2018 1 112 136557 136557 0.464785
## 156 5 4 2018 1 112 136557 136557 0.449821
## 157 6 4 2018 1 112 136557 136557 0.482259
## 158 7 4 2018 1 112 136557 136557 0.481876
## 159 8 4 2018 1 112 136557 136557 0.463295
## 160 9 4 2018 1 112 136557 136557 0.468924
## 161 10 4 2018 1 112 136557 136557 0.453890
## 162 11 4 2018 1 112 136557 136557 0.445659
## 163 12 4 2018 1 112 136557 136557 0.441362
## 164 13 4 2018 1 112 136557 136557 0.437719
## 165 14 4 2018 1 112 136557 136557 0.434909
## 166 15 4 2018 1 112 136557 136557 0.446701
## 167 16 4 2018 1 112 136557 136557 0.445320
## 168 17 4 2018 1 112 136557 136557 0.439738
## 169 18 4 2018 1 112 136557 136557 0.434023
## 170 19 4 2018 1 112 136557 136557 0.429895
## 171 20 4 2018 1 112 136557 136557 0.424629
## 172 21 4 2018 1 112 136557 136557 0.420955
## 173 22 4 2018 1 112 136557 136557 0.452968
## 174 23 4 2018 1 112 136557 136557 0.446701
## 175 24 4 2018 1 112 136557 136557 0.480061
## 176 25 4 2018 1 112 136557 136557 0.462458
## 177 26 4 2018 1 112 136557 136557 0.509312
## 178 27 4 2018 1 112 136557 136557 0.479315
## 179 28 4 2018 1 112 136557 136557 0.460523
## 180 29 4 2018 1 112 136557 136557 0.446701
## 181 30 4 2018 1 112 136557 136557 0.441456
## 182 1 5 2018 1 112 136557 136557 0.435977
## 183 2 5 2018 1 112 136557 136557 0.431212
## 184 3 5 2018 1 112 136557 136557 0.426151
## 185 4 5 2018 1 112 136557 136557 0.420767
## 186 5 5 2018 1 112 136557 136557 0.417290
## 187 6 5 2018 1 112 136557 136557 0.434367
## 188 7 5 2018 1 112 136557 136557 0.510899
## 189 8 5 2018 1 112 136557 136557 0.502654
## 190 9 5 2018 1 112 136557 136557 0.478931
## 191 10 5 2018 1 112 136557 136557 0.465304
## 192 11 5 2018 1 112 136557 136557 0.446701
## 193 12 5 2018 1 112 136557 136557 0.435668
## 194 13 5 2018 1 112 136557 136557 0.423969
## 195 14 5 2018 1 112 136557 136557 0.412251
## 196 15 5 2018 1 112 136557 136557 0.475485
## 197 16 5 2018 1 112 136557 136557 0.446701
## 198 17 5 2018 1 112 136557 136557 0.446701
## 199 18 5 2018 1 112 136557 136557 0.480800
## 200 19 5 2018 1 112 136557 136557 0.509910
## 201 20 5 2018 1 112 136557 136557 0.482639
## 202 21 5 2018 1 112 136557 136557 0.453768
## 203 22 5 2018 1 112 136557 136557 0.446701
## 204 23 5 2018 1 112 136557 136557 0.446628
## 205 24 5 2018 1 112 136557 136557 0.433068
## 206 25 5 2018 1 112 136557 136557 0.466440
## 207 26 5 2018 1 112 136557 136557 0.446701
## 208 27 5 2018 1 112 136557 136557 0.498271
## 209 28 5 2018 1 112 136557 136557 0.446701
## 210 29 5 2018 1 112 136557 136557 0.446701
## 211 30 5 2018 1 112 136557 136557 0.446701
## 212 31 5 2018 1 112 136557 136557 0.450415
## 213 1 6 2018 1 112 136557 136557 0.461144
## 214 2 6 2018 1 112 136557 136557 0.440404
## 215 3 6 2018 1 112 136557 136557 0.424872
## 216 4 6 2018 1 112 136557 136557 0.409344
## 217 5 6 2018 1 112 136557 136557 0.393822
## 218 6 6 2018 1 112 136557 136557 0.378305
## 219 7 6 2018 1 112 136557 136557 0.362793
## 220 8 6 2018 1 112 136557 136557 0.347286
## 221 9 6 2018 1 112 136557 136557 0.331757
## 222 10 6 2018 1 112 136557 136557 0.333153
## 223 11 6 2018 1 112 136557 136557 0.377539
## 224 12 6 2018 1 112 136557 136557 0.377478
## 225 13 6 2018 1 112 136557 136557 0.361971
## 226 14 6 2018 1 112 136557 136557 0.346471
## 227 15 6 2018 1 112 136557 136557 0.330976
## 228 16 6 2018 1 112 136557 136557 0.315488
## 229 17 6 2018 1 112 136557 136557 0.299992
## 230 18 6 2018 1 112 136557 136557 0.312106
## 231 19 6 2018 1 112 136557 136557 0.331488
## 232 20 6 2018 1 112 136557 136557 0.316012
## 233 21 6 2018 1 112 136557 136557 0.300543
## 234 22 6 2018 1 112 136557 136557 0.353739
## 235 23 6 2018 1 112 136557 136557 0.421347
## 236 24 6 2018 1 112 136557 136557 0.426439
## 237 25 6 2018 1 112 136557 136557 0.503886
## 238 26 6 2018 1 112 136557 136557 0.495898
## 239 27 6 2018 1 112 136557 136557 0.483920
## 240 28 6 2018 1 112 136557 136557 0.510339
## 241 29 6 2018 1 112 136557 136557 0.470324
## 242 30 6 2018 1 112 136557 136557 0.470741
## 243 1 7 2018 1 112 136557 136557 0.458031
## 244 2 7 2018 1 112 136557 136557 0.505536
## 245 3 7 2018 1 112 136557 136557 0.470793
## 246 4 7 2018 1 112 136557 136557 0.448299
## 247 5 7 2018 1 112 136557 136557 0.483357
## 248 6 7 2018 1 112 136557 136557 0.466855
## 249 7 7 2018 1 112 136557 136557 0.446701
## 250 8 7 2018 1 112 136557 136557 0.429657
## 251 9 7 2018 1 112 136557 136557 0.412810
## 252 10 7 2018 1 112 136557 136557 0.398479
## 253 11 7 2018 1 112 136557 136557 0.385671
## 254 12 7 2018 1 112 136557 136557 0.508889
## 255 13 7 2018 1 112 136557 136557 0.446701
## 256 14 7 2018 1 112 136557 136557 0.446632
## 257 15 7 2018 1 112 136557 136557 0.450209
## 258 16 7 2018 1 112 136557 136557 0.448607
## 259 17 7 2018 1 112 136557 136557 0.446741
## 260 18 7 2018 1 112 136557 136557 0.435760
## 261 19 7 2018 1 112 136557 136557 0.428055
## 262 20 7 2018 1 112 136557 136557 0.420230
## 263 21 7 2018 1 112 136557 136557 0.494689
## 264 22 7 2018 1 112 136557 136557 0.479351
## 265 23 7 2018 1 112 136557 136557 0.471216
## 266 24 7 2018 1 112 136557 136557 0.487240
## 267 25 7 2018 1 112 136557 136557 0.469402
## 268 26 7 2018 1 112 136557 136557 0.446701
## 269 27 7 2018 1 112 136557 136557 0.435018
## 270 28 7 2018 1 112 136557 136557 0.422964
## 271 29 7 2018 1 112 136557 136557 0.409092
## 272 30 7 2018 1 112 136557 136557 0.417616
## 273 31 7 2018 1 112 136557 136557 0.446701
## 274 1 8 2018 1 112 136557 136557 0.446701
## 275 2 8 2018 1 112 136557 136557 0.446701
## 276 3 8 2018 1 112 136557 136557 0.446701
## 277 4 8 2018 1 112 136557 136557 0.446634
## 278 5 8 2018 1 112 136557 136557 0.499878
## 279 6 8 2018 1 112 136557 136557 0.507476
## 280 7 8 2018 1 112 136557 136557 0.472175
## 281 8 8 2018 1 112 136557 136557 0.501271
## 282 9 8 2018 1 112 136557 136557 0.446701
## 283 10 8 2018 1 112 136557 136557 0.459607
## 284 11 8 2018 1 112 136557 136557 0.449623
## 285 12 8 2018 1 112 136557 136557 0.436005
## 286 13 8 2018 1 112 136557 136557 0.422058
## 287 14 8 2018 1 112 136557 136557 0.411903
## 288 15 8 2018 1 112 136557 136557 0.400493
## 289 16 8 2018 1 112 136557 136557 0.387158
## 290 17 8 2018 1 112 136557 136557 0.375412
## 291 18 8 2018 1 112 136557 136557 0.446701
## 292 19 8 2018 1 112 136557 136557 0.447840
## 293 20 8 2018 1 112 136557 136557 0.478197
## 294 21 8 2018 1 112 136557 136557 0.474628
## 295 22 8 2018 1 112 136557 136557 0.451598
## 296 23 8 2018 1 112 136557 136557 0.432252
## 297 24 8 2018 1 112 136557 136557 0.419236
## 298 25 8 2018 1 112 136557 136557 0.404637
## 299 26 8 2018 1 112 136557 136557 0.389685
## 300 27 8 2018 1 112 136557 136557 0.377205
## 301 28 8 2018 1 112 136557 136557 0.368031
## 302 29 8 2018 1 112 136557 136557 0.385441
## 303 30 8 2018 1 112 136557 136557 0.385383
## 304 31 8 2018 1 112 136557 136557 0.401007
## 305 1 9 2018 1 112 136557 136557 0.400947
## 306 2 9 2018 1 112 136557 136557 0.389665
## 307 3 9 2018 1 112 136557 136557 0.377229
## 308 4 9 2018 1 112 136557 136557 0.368548
## 309 5 9 2018 1 112 136557 136557 0.363836
## 310 6 9 2018 1 112 136557 136557 0.366936
## 311 7 9 2018 1 112 136557 136557 0.358665
## 312 8 9 2018 1 112 136557 136557 0.350412
## 313 9 9 2018 1 112 136557 136557 0.508463
## 314 10 9 2018 1 112 136557 136557 0.503860
## 315 11 9 2018 1 112 136557 136557 0.508550
## 316 12 9 2018 1 112 136557 136557 0.481930
## 317 13 9 2018 1 112 136557 136557 0.465898
## 318 14 9 2018 1 112 136557 136557 0.454443
## 319 15 9 2018 1 112 136557 136557 0.442877
## 320 16 9 2018 1 112 136557 136557 0.506057
## 321 17 9 2018 1 112 136557 136557 0.482354
## 322 18 9 2018 1 112 136557 136557 0.463194
## 323 19 9 2018 1 112 136557 136557 0.446701
## 324 20 9 2018 1 112 136557 136557 0.439584
## 325 21 9 2018 1 112 136557 136557 0.431975
## 326 22 9 2018 1 112 136557 136557 0.422247
## 327 23 9 2018 1 112 136557 136557 0.414051
## 328 24 9 2018 1 112 136557 136557 0.455937
## 329 25 9 2018 1 112 136557 136557 0.509143
## 330 26 9 2018 1 112 136557 136557 0.509838
## 331 27 9 2018 1 112 136557 136557 0.446701
## 332 28 9 2018 1 112 136557 136557 0.450060
## 333 29 9 2018 1 112 136557 136557 0.462380
## 334 30 9 2018 1 112 136557 136557 0.453290
## 335 1 10 2018 1 112 136557 136557 0.448057
## 336 2 10 2018 1 112 136557 136557 0.444190
## 337 3 10 2018 1 112 136557 136557 0.441130
## 338 4 10 2018 1 112 136557 136557 0.436967
## 339 5 10 2018 1 112 136557 136557 0.432930
## 340 6 10 2018 1 112 136557 136557 0.429604
## 341 7 10 2018 1 112 136557 136557 0.359410
## 342 8 10 2018 1 112 136557 136557 0.325301
## 343 9 10 2018 1 112 136557 136557 0.348699
## 344 10 10 2018 1 112 136557 136557 0.446701
## 345 11 10 2018 1 112 136557 136557 0.446701
## 346 12 10 2018 1 112 136557 136557 0.364680
## 347 13 10 2018 1 112 136557 136557 0.328570
## 348 14 10 2018 1 112 136557 136557 0.333805
## 349 15 10 2018 1 112 136557 136557 0.308567
## 350 16 10 2018 1 112 136557 136557 0.462311
## 351 17 10 2018 1 112 136557 136557 0.455193
## 352 18 10 2018 1 112 136557 136557 0.446701
## 353 19 10 2018 1 112 136557 136557 0.446701
## 354 20 10 2018 1 112 136557 136557 0.475930
## 355 21 10 2018 1 112 136557 136557 0.462023
## 356 22 10 2018 1 112 136557 136557 0.451752
## 357 23 10 2018 1 112 136557 136557 0.446701
## 358 24 10 2018 1 112 136557 136557 0.446701
## 359 25 10 2018 1 112 136557 136557 0.477192
## 360 26 10 2018 1 112 136557 136557 0.446701
## 361 27 10 2018 1 112 136557 136557 0.446701
## 362 28 10 2018 1 112 136557 136557 0.446701
## 363 29 10 2018 1 112 136557 136557 0.446701
## 364 30 10 2018 1 112 136557 136557 0.446701
## 365 31 10 2018 1 112 136557 136557 0.446701
## rootzone.potential_sat rootzone.field_capacity rz_storage date
## 1 0.122944 0.054919 0.044970 2017-11-01
## 2 0.122944 0.054919 0.040533 2017-11-02
## 3 0.122944 0.054919 0.037617 2017-11-03
## 4 0.122944 0.054919 0.035461 2017-11-04
## 5 0.122944 0.054919 0.033762 2017-11-05
## 6 0.122944 0.054919 0.033966 2017-11-06
## 7 0.122944 0.054919 0.051534 2017-11-07
## 8 0.122944 0.054919 0.051973 2017-11-08
## 9 0.122944 0.054919 0.053730 2017-11-09
## 10 0.122944 0.054919 0.044607 2017-11-10
## 11 0.122944 0.054919 0.040308 2017-11-11
## 12 0.122944 0.054919 0.047100 2017-11-12
## 13 0.122944 0.054919 0.047319 2017-11-13
## 14 0.122944 0.054919 0.041861 2017-11-14
## 15 0.122944 0.054919 0.038536 2017-11-15
## 16 0.122944 0.054919 0.036157 2017-11-16
## 17 0.122944 0.054919 0.034318 2017-11-17
## 18 0.122944 0.054919 0.048138 2017-11-18
## 19 0.122944 0.054919 0.048357 2017-11-19
## 20 0.122944 0.054919 0.042403 2017-11-20
## 21 0.122944 0.054919 0.042607 2017-11-21
## 22 0.122944 0.054919 0.039039 2017-11-22
## 23 0.122944 0.054919 0.036534 2017-11-23
## 24 0.122944 0.054919 0.034619 2017-11-24
## 25 0.122944 0.054919 0.033079 2017-11-25
## 26 0.122944 0.054919 0.031798 2017-11-26
## 27 0.122944 0.054919 0.030707 2017-11-27
## 28 0.122944 0.054919 0.029760 2017-11-28
## 29 0.122944 0.054919 0.028925 2017-11-29
## 30 0.122944 0.054919 0.031326 2017-11-30
## 31 0.122944 0.054919 0.030299 2017-12-01
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{plot(cwws32valrss1_run1$date, cwws32valrss1_run1$rootzonevwc, type = 'l', ylim = c(0.12,0.26))
lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run3$date, cwws32valrss1_run3$rootzonevwc, type = 'l', ylim = c(0.12,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
plot((valmergesm3$rootzone.S*valmergesm3$rootzone.potential_sat), type = "l")
plot(valmergesm3$Date, (valmergesm3$rz_storage), type = "l")
plot(valmergesm3$Date, valmergesm3$Site1, type = "l")
{plot(cwws32valrss1_run3$date, cwws32valrss1_run3$rootzonevwc, type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
{plot(cwws32valrss1_run2$date, cwws32valrss1_run2$rootzonevwc, type = 'l', ylim = c(0.0,0.26))
lines(valmergesm2$Date,valmergesm2$Site1, col = 'BLUE', lty = 3)}
paste0("valmergesm",i,"$rootzonevwc")
## [1] "valmergesm100$rootzonevwc"
{plot(cwws32valrss1_run3$date, (cwws32valrss1_run3$rootzone.S*cwws32valrss1_run3$rootzone.potential_sat), type = 'l', ylim = c(0.0,0.26))
lines(valmergesm3$Date,valmergesm3$Site1, col = 'BLUE', lty = 3)}
# {plot(cwws32valrss1_run44$date, (cwws32valrss1_run44$rootzone.S/cwws32valrss1_run44$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm4$Date,valmergesm4$Site1, col = 'BLUE', lty = 3)}
#
# {plot(cwws32valrss1_run43$date, (cwws32valrss1_run43$rootzone.S/cwws32valrss1_run43$rootzone.potential_sat), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm1$Date,valmergesm1$Site1, col = 'BLUE', lty = 3)}
RSS - prepare to run model n times for patch 2 - only for validation time series
RSS - run model in parallel
RSS - read n runs, create table and append to table
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valrss2_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss2_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 141942 141942 0.342580 0.435
## 2 1 110 141942 141942 0.344095 0.435
## 3 1 110 141942 141942 0.336061 0.435
## 4 1 110 141942 141942 0.401145 0.435
## 5 1 110 141942 141942 0.386217 0.435
## 6 1 110 141942 141942 0.398295 0.435
## 7 1 110 141942 141942 0.444233 0.435
## 8 1 110 141942 141942 0.421708 0.435
## 9 1 110 141942 141942 0.403461 0.435
## 10 1 110 141942 141942 0.388208 0.435
## 11 1 110 141942 141942 0.375159 0.435
## 12 1 110 141942 141942 0.363799 0.435
## 13 1 110 141942 141942 0.353770 0.435
## 14 1 110 141942 141942 0.344816 0.435
## 15 1 110 141942 141942 0.336746 0.435
## 16 1 110 141942 141942 0.329416 0.435
## 17 1 110 141942 141942 0.322712 0.435
## 18 1 110 141942 141942 0.316545 0.435
## 19 1 110 141942 141942 0.310842 0.435
## 20 1 110 141942 141942 0.305545 0.435
## 21 1 110 141942 141942 0.300606 0.435
## 22 1 110 141942 141942 0.295983 0.435
## 23 1 110 141942 141942 0.298470 0.435
## 24 1 110 141942 141942 0.293981 0.435
## 25 1 110 141942 141942 0.300059 0.435
## 26 1 110 141942 141942 0.465757 0.435
## 27 1 110 141942 141942 0.525849 0.435
## 28 1 110 141942 141942 0.472974 0.435
## 29 1 110 141942 141942 0.442122 0.435
## 30 1 110 141942 141942 0.420183 0.435
## 31 1 110 141942 141942 0.421986 0.435
## 32 1 110 141942 141942 0.403826 0.435
## 33 1 110 141942 141942 0.388629 0.435
## 34 1 110 141942 141942 0.375619 0.435
## 35 1 110 141942 141942 0.364285 0.435
## 36 1 110 141942 141942 0.365553 0.435
## 37 1 110 141942 141942 0.420073 0.435
## 38 1 110 141942 141942 0.421082 0.435
## 39 1 110 141942 141942 0.403117 0.435
## 40 1 110 141942 141942 0.388059 0.435
## 41 1 110 141942 141942 0.375152 0.435
## 42 1 110 141942 141942 0.404899 0.435
## 43 1 110 141942 141942 0.458345 0.435
## 44 1 110 141942 141942 0.431634 0.435
## 45 1 110 141942 141942 0.411812 0.435
## 46 1 110 141942 141942 0.395426 0.435
## 47 1 110 141942 141942 0.401951 0.435
## 48 1 110 141942 141942 0.387102 0.435
## 49 1 110 141942 141942 0.374352 0.435
## 50 1 110 141942 141942 0.446701 0.435
## 51 1 110 141942 141942 0.423968 0.435
## 52 1 110 141942 141942 0.427969 0.435
## 53 1 110 141942 141942 0.518877 0.435
## 54 1 110 141942 141942 0.469656 0.435
## 55 1 110 141942 141942 0.439972 0.435
## 56 1 110 141942 141942 0.571846 0.435
## 57 1 110 141942 141942 0.446701 0.435
## 58 1 110 141942 141942 0.468396 0.435
## 59 1 110 141942 141942 0.470971 0.435
## 60 1 110 141942 141942 0.440924 0.435
## 61 1 110 141942 141942 0.456055 0.435
## 62 1 110 141942 141942 0.430009 0.435
## 63 1 110 141942 141942 0.455266 0.435
## 64 1 110 141942 141942 0.457923 0.435
## 65 1 110 141942 141942 0.458452 0.435
## 66 1 110 141942 141942 0.460882 0.435
## 67 1 110 141942 141942 0.527392 0.435
## 68 1 110 141942 141942 0.474059 0.435
## 69 1 110 141942 141942 0.443088 0.435
## 70 1 110 141942 141942 0.443556 0.435
## 71 1 110 141942 141942 0.462501 0.435
## 72 1 110 141942 141942 0.467029 0.435
## 73 1 110 141942 141942 0.438053 0.435
## 74 1 110 141942 141942 0.497469 0.435
## 75 1 110 141942 141942 0.547039 0.435
## 76 1 110 141942 141942 0.482975 0.435
## 77 1 110 141942 141942 0.448029 0.435
## 78 1 110 141942 141942 0.423892 0.435
## 79 1 110 141942 141942 0.405488 0.435
## 80 1 110 141942 141942 0.443816 0.435
## 81 1 110 141942 141942 0.446340 0.435
## 82 1 110 141942 141942 0.423659 0.435
## 83 1 110 141942 141942 0.405287 0.435
## 84 1 110 141942 141942 0.389928 0.435
## 85 1 110 141942 141942 0.395948 0.435
## 86 1 110 141942 141942 0.418689 0.435
## 87 1 110 141942 141942 0.401168 0.435
## 88 1 110 141942 141942 0.386427 0.435
## 89 1 110 141942 141942 0.373756 0.435
## 90 1 110 141942 141942 0.362682 0.435
## 91 1 110 141942 141942 0.379808 0.435
## 92 1 110 141942 141942 0.367991 0.435
## 93 1 110 141942 141942 0.401776 0.435
## 94 1 110 141942 141942 0.419444 0.435
## 95 1 110 141942 141942 0.401792 0.435
## 96 1 110 141942 141942 0.386956 0.435
## 97 1 110 141942 141942 0.387485 0.435
## 98 1 110 141942 141942 0.416260 0.435
## 99 1 110 141942 141942 0.429385 0.435
## 100 1 110 141942 141942 0.409981 0.435
## 101 1 110 141942 141942 0.393886 0.435
## 102 1 110 141942 141942 0.380197 0.435
## 103 1 110 141942 141942 0.430137 0.435
## 104 1 110 141942 141942 0.410598 0.435
## 105 1 110 141942 141942 0.394407 0.435
## 106 1 110 141942 141942 0.380648 0.435
## 107 1 110 141942 141942 0.368729 0.435
## 108 1 110 141942 141942 0.358249 0.435
## 109 1 110 141942 141942 0.369822 0.435
## 110 1 110 141942 141942 0.359217 0.435
## 111 1 110 141942 141942 0.372810 0.435
## 112 1 110 141942 141942 0.411348 0.435
## 113 1 110 141942 141942 0.410741 0.435
## 114 1 110 141942 141942 0.415921 0.435
## 115 1 110 141942 141942 0.415275 0.435
## 116 1 110 141942 141942 0.414521 0.435
## 117 1 110 141942 141942 0.413658 0.435
## 118 1 110 141942 141942 0.412924 0.435
## 119 1 110 141942 141942 0.412197 0.435
## 120 1 110 141942 141942 0.531011 0.435
## 121 1 110 141942 141942 0.517023 0.435
## 122 1 110 141942 141942 0.505335 0.435
## 123 1 110 141942 141942 0.495751 0.435
## 124 1 110 141942 141942 0.488059 0.435
## 125 1 110 141942 141942 0.481106 0.435
## 126 1 110 141942 141942 0.475311 0.435
## 127 1 110 141942 141942 0.480636 0.435
## 128 1 110 141942 141942 0.529202 0.435
## 129 1 110 141942 141942 0.552216 0.435
## 130 1 110 141942 141942 0.531366 0.435
## 131 1 110 141942 141942 0.543862 0.435
## 132 1 110 141942 141942 0.525476 0.435
## 133 1 110 141942 141942 0.512084 0.435
## 134 1 110 141942 141942 0.501639 0.435
## 135 1 110 141942 141942 0.492728 0.435
## 136 1 110 141942 141942 0.485084 0.435
## 137 1 110 141942 141942 0.478570 0.435
## 138 1 110 141942 141942 0.472714 0.435
## 139 1 110 141942 141942 0.467377 0.435
## 140 1 110 141942 141942 0.463040 0.435
## 141 1 110 141942 141942 0.464259 0.435
## 142 1 110 141942 141942 0.494717 0.435
## 143 1 110 141942 141942 0.496586 0.435
## 144 1 110 141942 141942 0.489848 0.435
## 145 1 110 141942 141942 0.484511 0.435
## 146 1 110 141942 141942 0.478141 0.435
## 147 1 110 141942 141942 0.472461 0.435
## 148 1 110 141942 141942 0.467318 0.435
## 149 1 110 141942 141942 0.462662 0.435
## 150 1 110 141942 141942 0.479700 0.435
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.194315 0.149022 0.1490223
## 2 0.194315 0.149681 0.1496813
## 3 0.194315 0.146186 0.1461865
## 4 0.194315 0.174498 0.1744981
## 5 0.194315 0.168004 0.1680044
## 6 0.194315 0.173258 0.1732583
## 7 0.194315 0.193242 0.1932414
## 8 0.194315 0.183443 0.1834430
## 9 0.194315 0.175506 0.1755055
## 10 0.194315 0.168870 0.1688705
## 11 0.194315 0.163194 0.1631942
## 12 0.194315 0.158253 0.1582526
## 13 0.194315 0.153890 0.1538899
## 14 0.194315 0.149995 0.1499950
## 15 0.194315 0.146485 0.1464845
## 16 0.194315 0.143296 0.1432960
## 17 0.194315 0.140380 0.1403797
## 18 0.194315 0.137697 0.1376971
## 19 0.194315 0.135216 0.1352163
## 20 0.194315 0.132912 0.1329121
## 21 0.194315 0.130764 0.1307636
## 22 0.194315 0.128753 0.1287526
## 23 0.194315 0.129834 0.1298345
## 24 0.194315 0.127882 0.1278817
## 25 0.194315 0.130526 0.1305257
## 26 0.194315 0.202604 0.2026043
## 27 0.194315 0.228744 0.2287443
## 28 0.194315 0.205744 0.2057437
## 29 0.194315 0.192323 0.1923231
## 30 0.194315 0.182780 0.1827796
## 31 0.194315 0.183564 0.1835639
## 32 0.194315 0.175664 0.1756643
## 33 0.194315 0.169053 0.1690536
## 34 0.194315 0.163394 0.1633943
## 35 0.194315 0.158464 0.1584640
## 36 0.194315 0.159015 0.1590156
## 37 0.194315 0.182732 0.1827318
## 38 0.194315 0.183171 0.1831707
## 39 0.194315 0.175356 0.1753559
## 40 0.194315 0.168806 0.1688057
## 41 0.194315 0.163191 0.1631911
## 42 0.194315 0.176131 0.1761311
## 43 0.194315 0.199380 0.1993801
## 44 0.194315 0.187761 0.1877608
## 45 0.194315 0.179138 0.1791382
## 46 0.194315 0.172010 0.1720103
## 47 0.194315 0.174849 0.1748487
## 48 0.194315 0.168389 0.1683894
## 49 0.194315 0.162843 0.1628431
## 50 0.194315 0.194315 0.1943149
## 51 0.194315 0.184426 0.1844261
## 52 0.194315 0.186167 0.1861665
## 53 0.194315 0.225711 0.2257115
## 54 0.194315 0.204300 0.2043004
## 55 0.194315 0.191388 0.1913878
## 56 0.194315 0.248753 0.2487530
## 57 0.194315 0.194315 0.1943149
## 58 0.194315 0.203752 0.2037523
## 59 0.194315 0.204873 0.2048724
## 60 0.194315 0.191802 0.1918019
## 61 0.194315 0.198384 0.1983839
## 62 0.194315 0.187054 0.1870539
## 63 0.194315 0.198041 0.1980407
## 64 0.194315 0.199197 0.1991965
## 65 0.194315 0.199427 0.1994266
## 66 0.194315 0.200484 0.2004837
## 67 0.194315 0.229416 0.2294155
## 68 0.194315 0.206216 0.2062157
## 69 0.194315 0.192743 0.1927433
## 70 0.194315 0.192947 0.1929469
## 71 0.194315 0.201188 0.2011879
## 72 0.194315 0.203158 0.2031576
## 73 0.194315 0.190553 0.1905531
## 74 0.194315 0.216399 0.2163990
## 75 0.194315 0.237962 0.2379620
## 76 0.194315 0.210094 0.2100941
## 77 0.194315 0.194893 0.1948926
## 78 0.194315 0.184393 0.1843930
## 79 0.194315 0.176387 0.1763873
## 80 0.194315 0.193060 0.1930600
## 81 0.194315 0.194158 0.1941579
## 82 0.194315 0.184292 0.1842917
## 83 0.194315 0.176300 0.1762998
## 84 0.194315 0.169619 0.1696187
## 85 0.194315 0.172237 0.1722374
## 86 0.194315 0.182130 0.1821297
## 87 0.194315 0.174508 0.1745081
## 88 0.194315 0.168096 0.1680957
## 89 0.194315 0.162584 0.1625839
## 90 0.194315 0.157767 0.1577667
## 91 0.194315 0.165216 0.1652165
## 92 0.194315 0.160076 0.1600761
## 93 0.194315 0.174772 0.1747726
## 94 0.194315 0.182458 0.1824581
## 95 0.194315 0.174780 0.1747795
## 96 0.194315 0.168326 0.1683259
## 97 0.194315 0.168556 0.1685560
## 98 0.194315 0.181073 0.1810731
## 99 0.194315 0.186783 0.1867825
## 100 0.194315 0.178342 0.1783417
## 101 0.194315 0.171341 0.1713404
## 102 0.194315 0.165386 0.1653857
## 103 0.194315 0.187109 0.1871096
## 104 0.194315 0.178610 0.1786101
## 105 0.194315 0.171567 0.1715670
## 106 0.194315 0.165582 0.1655819
## 107 0.194315 0.160397 0.1603971
## 108 0.194315 0.155838 0.1558383
## 109 0.194315 0.160873 0.1608726
## 110 0.194315 0.156259 0.1562594
## 111 0.194315 0.162172 0.1621723
## 112 0.194315 0.178936 0.1789364
## 113 0.194315 0.178673 0.1786723
## 114 0.194315 0.180926 0.1809256
## 115 0.194315 0.180644 0.1806446
## 116 0.194315 0.180317 0.1803166
## 117 0.194315 0.179941 0.1799412
## 118 0.194315 0.179622 0.1796219
## 119 0.194315 0.179306 0.1793057
## 120 0.194315 0.230990 0.2309898
## 121 0.194315 0.224905 0.2249050
## 122 0.194315 0.219821 0.2198207
## 123 0.194315 0.215652 0.2156517
## 124 0.194315 0.212306 0.2123057
## 125 0.194315 0.209281 0.2092811
## 126 0.194315 0.206760 0.2067603
## 127 0.194315 0.209077 0.2090767
## 128 0.194315 0.230203 0.2302029
## 129 0.194315 0.240214 0.2402140
## 130 0.194315 0.231144 0.2311442
## 131 0.194315 0.236580 0.2365800
## 132 0.194315 0.228582 0.2285821
## 133 0.194315 0.222757 0.2227565
## 134 0.194315 0.218213 0.2182130
## 135 0.194315 0.214337 0.2143367
## 136 0.194315 0.211011 0.2110115
## 137 0.194315 0.208178 0.2081780
## 138 0.194315 0.205631 0.2056306
## 139 0.194315 0.203309 0.2033090
## 140 0.194315 0.201422 0.2014224
## 141 0.194315 0.201953 0.2019527
## 142 0.194315 0.215202 0.2152019
## 143 0.194315 0.216015 0.2160149
## 144 0.194315 0.213084 0.2130839
## 145 0.194315 0.210762 0.2107623
## 146 0.194315 0.207991 0.2079913
## 147 0.194315 0.205521 0.2055205
## 148 0.194315 0.203283 0.2032833
## 149 0.194315 0.201258 0.2012580
## 150 0.194315 0.208669 0.2086695
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2
## [[1]]
## [1] 0.4854674
##
## [[2]]
## [1] 0.1091867
##
## [[3]]
## [1] 0.4217202
##
## [[4]]
## [1] 0.1140962
##
## [[5]]
## [1] -0.1167456
##
## [[6]]
## [1] 0.2387011
##
## [[7]]
## [1] 0.3258383
##
## [[8]]
## [1] 0.6135313
##
## [[9]]
## [1] 0.1589373
##
## [[10]]
## [1] 0.5138266
##
## [[11]]
## [1] 0.3329361
##
## [[12]]
## [1] 0.06547789
##
## [[13]]
## [1] 0.6238986
##
## [[14]]
## [1] 0.6450065
##
## [[15]]
## [1] 0.4547394
##
## [[16]]
## [1] 0.4137457
##
## [[17]]
## [1] 0.5311074
##
## [[18]]
## [1] -0.05965909
##
## [[19]]
## [1] 0.3583722
##
## [[20]]
## [1] 0.4448992
##
## [[21]]
## [1] 0.408743
##
## [[22]]
## [1] 0.5903872
##
## [[23]]
## [1] 0.5013018
##
## [[24]]
## [1] -0.1571437
##
## [[25]]
## [1] -0.1533984
##
## [[26]]
## [1] 0.5095231
##
## [[27]]
## [1] 0.4804893
##
## [[28]]
## [1] 0.5779515
##
## [[29]]
## [1] 0.5022257
##
## [[30]]
## [1] 0.43016
##
## [[31]]
## [1] 0.56826
##
## [[32]]
## [1] 0.586994
##
## [[33]]
## [1] 0.3523571
##
## [[34]]
## [1] 0.5457055
##
## [[35]]
## [1] 0.50581
##
## [[36]]
## [1] 0.523199
##
## [[37]]
## [1] 0.475945
##
## [[38]]
## [1] 0.4493704
##
## [[39]]
## [1] 0.513961
##
## [[40]]
## [1] 0.616023
##
## [[41]]
## [1] 0.5084534
##
## [[42]]
## [1] 0.2272551
##
## [[43]]
## [1] 0.4990064
##
## [[44]]
## [1] 0.4018652
##
## [[45]]
## [1] 0.3966357
##
## [[46]]
## [1] 0.6800006
##
## [[47]]
## [1] 0.4826265
##
## [[48]]
## [1] 0.3678113
##
## [[49]]
## [1] 0.1648239
##
## [[50]]
## [1] 0.4761915
##
## [[51]]
## [1] 0.4463468
##
## [[52]]
## [1] 0.3891562
##
## [[53]]
## [1] 0.4123952
##
## [[54]]
## [1] 0.3850771
##
## [[55]]
## [1] 0.3312664
##
## [[56]]
## [1] 0.2243342
##
## [[57]]
## [1] 0.01968908
##
## [[58]]
## [1] 0.2158838
##
## [[59]]
## [1] 0.5269641
##
## [[60]]
## [1] 0.5950019
##
## [[61]]
## [1] 0.4620733
##
## [[62]]
## [1] 0.4822938
##
## [[63]]
## [1] 0.5065628
##
## [[64]]
## [1] 0.3773655
##
## [[65]]
## [1] 0.1329952
##
## [[66]]
## [1] 0.5319586
##
## [[67]]
## [1] 0.2345813
##
## [[68]]
## [1] 0.5977695
##
## [[69]]
## [1] 0.6130188
##
## [[70]]
## [1] 0.1847171
##
## [[71]]
## [1] 0.5786139
##
## [[72]]
## [1] 0.4649404
##
## [[73]]
## [1] 0.3225759
##
## [[74]]
## [1] 0.3249467
##
## [[75]]
## [1] -0.0833581
##
## [[76]]
## [1] 0.3984298
##
## [[77]]
## [1] 0.5282499
##
## [[78]]
## [1] 0.05938945
##
## [[79]]
## [1] 0.3591221
##
## [[80]]
## [1] 0.3147699
##
## [[81]]
## [1] 0.1853468
##
## [[82]]
## [1] 0.4192392
##
## [[83]]
## [1] 0.5070157
##
## [[84]]
## [1] 0.802426
##
## [[85]]
## [1] 0.6524669
##
## [[86]]
## [1] 0.5151702
##
## [[87]]
## [1] 0.5258593
##
## [[88]]
## [1] 0.5017961
##
## [[89]]
## [1] 0.4931862
##
## [[90]]
## [1] 0.5796745
##
## [[91]]
## [1] 0.4687028
##
## [[92]]
## [1] 0.3970621
##
## [[93]]
## [1] 0.7325716
##
## [[94]]
## [1] 0.5100348
##
## [[95]]
## [1] -0.07230564
##
## [[96]]
## [1] 0.4399287
##
## [[97]]
## [1] 0.6063982
##
## [[98]]
## [1] 0.5517981
##
## [[99]]
## [1] 0.4026486
##
## [[100]]
## [1] 0.5002267
RSS - Explore Site 2 ## not updated 6/27
#
# 'Exploring Site 2 RSS'
#
#
# cwws32valrss2_run1
#
# {plot(cwws32valrss2_run1$bd$date, (cwws32valrss2_run1$bd$rz_storage/cwws32valrss2_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}
#
#
#
# {plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
#
# paste0("valmergesm",i,"$rootzonevwc")
#
# plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, valmergesm3$Site2, type = "l")
#
#
# {plot(cwws32valrss2_run3$pd$date, (cwws32valrss2_run3$pd$rz_storage/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
#
#
# {plot(cwws32valrss2_run3$pd$date, ((cwws32valrss2_run3$pd$root_zone.S*cwws32valrss2_run3$pd$potential_rz_store)/cwws32valrss2_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
#
# paste0("valmergesm",i,"$rootzonevwc")
#
#
# {plot(cwws32valrss2_run3$bd$date, (cwws32valrss2_run3$bd$rz_storage/cwws32valrss2_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site2, col = 'BLUE', lty = 3)}
#
# {plot(cwws32valrss2_run43$pd$date, (cwws32valrss2_run43$pd$rz_storage/cwws32valrss2_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.26))
# lines(valmergesm43$Date,valmergesm43$Site2, col = 'BLUE', lty = 3)}
#
# {plot(cwws32valrss2_run43$bd$date, (cwws32valrss2_run43$bd$rz_storage/cwws32valrss2_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site2, col = 'BLUE', lty = 3)}
prepare to run model 20 times for patch 3 - only for validation time series
RSS - run model in parallel
RSS - read n runs, create table and append to table
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valrss3_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valrss3_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3
## [[1]]
## [1] -0.2856944
##
## [[2]]
## [1] -0.203058
##
## [[3]]
## [1] -1.006673
##
## [[4]]
## [1] -0.0995197
##
## [[5]]
## [1] -0.06455569
##
## [[6]]
## [1] -0.2495252
##
## [[7]]
## [1] -0.01550264
##
## [[8]]
## [1] 0.2419092
##
## [[9]]
## [1] -0.437523
##
## [[10]]
## [1] -0.07924577
##
## [[11]]
## [1] -0.2590761
##
## [[12]]
## [1] -0.2578485
##
## [[13]]
## [1] -0.8232914
##
## [[14]]
## [1] -0.07317803
##
## [[15]]
## [1] -0.207762
##
## [[16]]
## [1] -0.2655081
##
## [[17]]
## [1] -0.8706639
##
## [[18]]
## [1] -0.7160884
##
## [[19]]
## [1] -0.3804928
##
## [[20]]
## [1] -0.6370733
##
## [[21]]
## [1] -0.3022034
##
## [[22]]
## [1] -0.5624115
##
## [[23]]
## [1] 0.3494587
##
## [[24]]
## [1] -0.2797451
##
## [[25]]
## [1] -0.3045659
##
## [[26]]
## [1] -0.56243
##
## [[27]]
## [1] -0.8979426
##
## [[28]]
## [1] -0.1650686
##
## [[29]]
## [1] -0.8144671
##
## [[30]]
## [1] -0.4496801
##
## [[31]]
## [1] -0.342427
##
## [[32]]
## [1] -0.7903334
##
## [[33]]
## [1] -0.4028543
##
## [[34]]
## [1] -0.1149943
##
## [[35]]
## [1] 0.006493359
##
## [[36]]
## [1] -0.6271369
##
## [[37]]
## [1] -0.4179976
##
## [[38]]
## [1] 0.3712828
##
## [[39]]
## [1] -0.7181163
##
## [[40]]
## [1] -0.1534308
##
## [[41]]
## [1] 0.475835
##
## [[42]]
## [1] 0.06437479
##
## [[43]]
## [1] 0.06593233
##
## [[44]]
## [1] 0.3760923
##
## [[45]]
## [1] -0.562111
##
## [[46]]
## [1] 0.4533139
##
## [[47]]
## [1] -0.7188271
##
## [[48]]
## [1] -0.5293184
##
## [[49]]
## [1] -0.729916
##
## [[50]]
## [1] -1.357344
##
## [[51]]
## [1] 0.3411764
##
## [[52]]
## [1] -0.6050006
##
## [[53]]
## [1] -0.5099563
##
## [[54]]
## [1] NA
##
## [[55]]
## [1] -0.05042534
##
## [[56]]
## [1] -0.4278669
##
## [[57]]
## [1] -0.6698648
##
## [[58]]
## [1] -1.072644
##
## [[59]]
## [1] -1.192573
##
## [[60]]
## [1] -0.60655
##
## [[61]]
## [1] -0.6140255
##
## [[62]]
## [1] -1.05069
##
## [[63]]
## [1] -0.3569752
##
## [[64]]
## [1] -0.6610563
##
## [[65]]
## [1] -0.5888999
##
## [[66]]
## [1] -1.01924
##
## [[67]]
## [1] -0.02630857
##
## [[68]]
## [1] -1.387968
##
## [[69]]
## [1] -1.128426
##
## [[70]]
## [1] -0.3382338
##
## [[71]]
## [1] -0.395475
##
## [[72]]
## [1] -0.5394055
##
## [[73]]
## [1] 0.4508298
##
## [[74]]
## [1] -0.4529589
##
## [[75]]
## [1] -0.9643969
##
## [[76]]
## [1] -1.509969
##
## [[77]]
## [1] -0.7443079
##
## [[78]]
## [1] -0.2224255
##
## [[79]]
## [1] NA
##
## [[80]]
## [1] -0.4215401
##
## [[81]]
## [1] -0.6071069
##
## [[82]]
## [1] -0.1491621
##
## [[83]]
## [1] -0.7412924
##
## [[84]]
## [1] -0.9441868
##
## [[85]]
## [1] -0.5053451
##
## [[86]]
## [1] -1.002486
##
## [[87]]
## [1] -0.9257766
##
## [[88]]
## [1] -0.1226985
##
## [[89]]
## [1] -0.6197258
##
## [[90]]
## [1] 0.3603764
##
## [[91]]
## [1] -0.7630024
##
## [[92]]
## [1] -0.6770833
##
## [[93]]
## [1] -0.4849367
##
## [[94]]
## [1] -0.461737
##
## [[95]]
## [1] 0.007381758
##
## [[96]]
## [1] -1.320662
##
## [[97]]
## [1] -0.9340587
##
## [[98]]
## [1] -0.2098371
##
## [[99]]
## [1] 0.09640205
##
## [[100]]
## [1] -0.007773893
valmergesm2
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 149478 149478 0.481172 0.205741
## 2 1 110 149478 149478 0.484470 0.205741
## 3 1 110 149478 149478 0.484470 0.205741
## 4 1 110 149478 149478 0.620266 0.205741
## 5 1 110 149478 149478 0.299197 0.205741
## 6 1 110 149478 149478 0.325535 0.205741
## 7 1 110 149478 149478 0.425580 0.205741
## 8 1 110 149478 149478 0.425580 0.205741
## 9 1 110 149478 149478 0.425580 0.205741
## 10 1 110 149478 149478 0.425580 0.205741
## 11 1 110 149478 149478 0.425580 0.205741
## 12 1 110 149478 149478 0.425580 0.205741
## 13 1 110 149478 149478 0.425580 0.205741
## 14 1 110 149478 149478 0.425580 0.205741
## 15 1 110 149478 149478 0.425580 0.205741
## 16 1 110 149478 149478 0.425580 0.205741
## 17 1 110 149478 149478 0.425580 0.205741
## 18 1 110 149478 149478 0.425580 0.205741
## 19 1 110 149478 149478 0.425580 0.205741
## 20 1 110 149478 149478 0.425580 0.205741
## 21 1 110 149478 149478 0.425580 0.205741
## 22 1 110 149478 149478 0.425580 0.205741
## 23 1 110 149478 149478 0.431029 0.205741
## 24 1 110 149478 149478 0.431029 0.205741
## 25 1 110 149478 149478 0.444775 0.205741
## 26 1 110 149478 149478 0.620266 0.205741
## 27 1 110 149478 149478 0.620266 0.205741
## 28 1 110 149478 149478 0.299197 0.205741
## 29 1 110 149478 149478 0.299197 0.205741
## 30 1 110 149478 149478 0.299197 0.205741
## 31 1 110 149478 149478 0.303547 0.205741
## 32 1 110 149478 149478 0.303547 0.205741
## 33 1 110 149478 149478 0.303547 0.205741
## 34 1 110 149478 149478 0.303547 0.205741
## 35 1 110 149478 149478 0.303547 0.205741
## 36 1 110 149478 149478 0.306899 0.205741
## 37 1 110 149478 149478 0.425634 0.205741
## 38 1 110 149478 149478 0.427833 0.205741
## 39 1 110 149478 149478 0.427833 0.205741
## 40 1 110 149478 149478 0.427833 0.205741
## 41 1 110 149478 149478 0.427833 0.205741
## 42 1 110 149478 149478 0.492649 0.205741
## 43 1 110 149478 149478 0.612484 0.205741
## 44 1 110 149478 149478 0.316253 0.205741
## 45 1 110 149478 149478 0.316253 0.205741
## 46 1 110 149478 149478 0.316253 0.205741
## 47 1 110 149478 149478 0.330497 0.205741
## 48 1 110 149478 149478 0.330497 0.205741
## 49 1 110 149478 149478 0.330497 0.205741
## 50 1 110 149478 149478 0.489315 0.205741
## 51 1 110 149478 149478 0.489315 0.205741
## 52 1 110 149478 149478 0.498063 0.205741
## 53 1 110 149478 149478 0.620266 0.205741
## 54 1 110 149478 149478 0.299199 0.205741
## 55 1 110 149478 149478 0.299199 0.205741
## 56 1 110 149478 149478 0.620266 0.205741
## 57 1 110 149478 149478 0.620266 0.205741
## 58 1 110 149478 149478 0.620266 0.205741
## 59 1 110 149478 149478 0.620266 0.205741
## 60 1 110 149478 149478 0.299195 0.205741
## 61 1 110 149478 149478 0.335427 0.205741
## 62 1 110 149478 149478 0.335427 0.205741
## 63 1 110 149478 149478 0.393647 0.205741
## 64 1 110 149478 149478 0.405741 0.205741
## 65 1 110 149478 149478 0.413436 0.205741
## 66 1 110 149478 149478 0.425530 0.205741
## 67 1 110 149478 149478 0.592638 0.205741
## 68 1 110 149478 149478 0.359748 0.205741
## 69 1 110 149478 149478 0.359748 0.205741
## 70 1 110 149478 149478 0.360799 0.205741
## 71 1 110 149478 149478 0.405874 0.205741
## 72 1 110 149478 149478 0.423465 0.205741
## 73 1 110 149478 149478 0.423465 0.205741
## 74 1 110 149478 149478 0.561941 0.205741
## 75 1 110 149478 149478 0.620266 0.205741
## 76 1 110 149478 149478 0.299194 0.205741
## 77 1 110 149478 149478 0.299194 0.205741
## 78 1 110 149478 149478 0.299194 0.205741
## 79 1 110 149478 149478 0.299194 0.205741
## 80 1 110 149478 149478 0.382700 0.205741
## 81 1 110 149478 149478 0.388197 0.205741
## 82 1 110 149478 149478 0.388197 0.205741
## 83 1 110 149478 149478 0.388197 0.205741
## 84 1 110 149478 149478 0.388197 0.205741
## 85 1 110 149478 149478 0.401342 0.205741
## 86 1 110 149478 149478 0.451366 0.205741
## 87 1 110 149478 149478 0.451366 0.205741
## 88 1 110 149478 149478 0.451366 0.205741
## 89 1 110 149478 149478 0.451366 0.205741
## 90 1 110 149478 149478 0.451366 0.205741
## 91 1 110 149478 149478 0.488698 0.205741
## 92 1 110 149478 149478 0.488698 0.205741
## 93 1 110 149478 149478 0.562310 0.205741
## 94 1 110 149478 149478 0.600789 0.205741
## 95 1 110 149478 149478 0.341882 0.205741
## 96 1 110 149478 149478 0.341882 0.205741
## 97 1 110 149478 149478 0.343534 0.205741
## 98 1 110 149478 149478 0.406199 0.205741
## 99 1 110 149478 149478 0.434783 0.205741
## 100 1 110 149478 149478 0.434783 0.205741
## 101 1 110 149478 149478 0.434783 0.205741
## 102 1 110 149478 149478 0.434783 0.205741
## 103 1 110 149478 149478 0.543576 0.205741
## 104 1 110 149478 149478 0.467276 0.205741
## 105 1 110 149478 149478 0.467276 0.205741
## 106 1 110 149478 149478 0.467276 0.205741
## 107 1 110 149478 149478 0.467276 0.205741
## 108 1 110 149478 149478 0.467276 0.205741
## 109 1 110 149478 149478 0.492514 0.205741
## 110 1 110 149478 149478 0.492514 0.205741
## 111 1 110 149478 149478 0.522150 0.205741
## 112 1 110 149478 149478 0.606371 0.205741
## 113 1 110 149478 149478 0.606371 0.205741
## 114 1 110 149478 149478 0.617981 0.205741
## 115 1 110 149478 149478 0.617981 0.205741
## 116 1 110 149478 149478 0.617981 0.205741
## 117 1 110 149478 149478 0.617981 0.205741
## 118 1 110 149478 149478 0.617981 0.205741
## 119 1 110 149478 149478 0.617981 0.205741
## 120 1 110 149478 149478 0.620266 0.205741
## 121 1 110 149478 149478 0.620266 0.205741
## 122 1 110 149478 149478 0.620266 0.205741
## 123 1 110 149478 149478 0.620266 0.205741
## 124 1 110 149478 149478 0.620266 0.205741
## 125 1 110 149478 149478 0.620266 0.205741
## 126 1 110 149478 149478 0.620266 0.205741
## 127 1 110 149478 149478 0.620266 0.205741
## 128 1 110 149478 149478 0.992497 0.205741
## 129 1 110 149478 149478 1.000000 0.205741
## 130 1 110 149478 149478 0.938236 0.205741
## 131 1 110 149478 149478 0.821131 0.205741
## 132 1 110 149478 149478 0.968686 0.205741
## 133 1 110 149478 149478 0.871562 0.205741
## 134 1 110 149478 149478 0.898627 0.205741
## 135 1 110 149478 149478 0.823058 0.205741
## 136 1 110 149478 149478 0.916528 0.205741
## 137 1 110 149478 149478 0.854031 0.205741
## 138 1 110 149478 149478 0.896885 0.205741
## 139 1 110 149478 149478 0.816220 0.205741
## 140 1 110 149478 149478 0.862647 0.205741
## 141 1 110 149478 149478 0.833000 0.205741
## 142 1 110 149478 149478 0.712308 0.205741
## 143 1 110 149478 149478 0.909153 0.205741
## 144 1 110 149478 149478 0.805836 0.205741
## 145 1 110 149478 149478 0.874007 0.205741
## 146 1 110 149478 149478 0.825227 0.205741
## 147 1 110 149478 149478 0.837292 0.205741
## 148 1 110 149478 149478 0.789611 0.205741
## 149 1 110 149478 149478 0.793441 0.205741
## 150 1 110 149478 149478 0.885286 0.205741
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.127614 0.098997 0.09899681
## 2 0.127614 0.099675 0.09967534
## 3 0.127614 0.099675 0.09967534
## 4 0.127614 0.127614 0.12761415
## 5 0.127614 0.061557 0.06155709
## 6 0.127614 0.066976 0.06697590
## 7 0.127614 0.087559 0.08755925
## 8 0.127614 0.087559 0.08755925
## 9 0.127614 0.087559 0.08755925
## 10 0.127614 0.087559 0.08755925
## 11 0.127614 0.087559 0.08755925
## 12 0.127614 0.087559 0.08755925
## 13 0.127614 0.087559 0.08755925
## 14 0.127614 0.087559 0.08755925
## 15 0.127614 0.087559 0.08755925
## 16 0.127614 0.087559 0.08755925
## 17 0.127614 0.087559 0.08755925
## 18 0.127614 0.087559 0.08755925
## 19 0.127614 0.087559 0.08755925
## 20 0.127614 0.087559 0.08755925
## 21 0.127614 0.087559 0.08755925
## 22 0.127614 0.087559 0.08755925
## 23 0.127614 0.088680 0.08868034
## 24 0.127614 0.088680 0.08868034
## 25 0.127614 0.091508 0.09150845
## 26 0.127614 0.127614 0.12761415
## 27 0.127614 0.127614 0.12761415
## 28 0.127614 0.061557 0.06155709
## 29 0.127614 0.061557 0.06155709
## 30 0.127614 0.061557 0.06155709
## 31 0.127614 0.062452 0.06245206
## 32 0.127614 0.062452 0.06245206
## 33 0.127614 0.062452 0.06245206
## 34 0.127614 0.062452 0.06245206
## 35 0.127614 0.062452 0.06245206
## 36 0.127614 0.063142 0.06314171
## 37 0.127614 0.087570 0.08757036
## 38 0.127614 0.088023 0.08802279
## 39 0.127614 0.088023 0.08802279
## 40 0.127614 0.088023 0.08802279
## 41 0.127614 0.088023 0.08802279
## 42 0.127614 0.101358 0.10135810
## 43 0.127614 0.126013 0.12601307
## 44 0.127614 0.065066 0.06506621
## 45 0.127614 0.065066 0.06506621
## 46 0.127614 0.065066 0.06506621
## 47 0.127614 0.067997 0.06799678
## 48 0.127614 0.067997 0.06799678
## 49 0.127614 0.067997 0.06799678
## 50 0.127614 0.100672 0.10067216
## 51 0.127614 0.100672 0.10067216
## 52 0.127614 0.102472 0.10247198
## 53 0.127614 0.127614 0.12761415
## 54 0.127614 0.061558 0.06155750
## 55 0.127614 0.061558 0.06155750
## 56 0.127614 0.127614 0.12761415
## 57 0.127614 0.127614 0.12761415
## 58 0.127614 0.127614 0.12761415
## 59 0.127614 0.127614 0.12761415
## 60 0.127614 0.061557 0.06155668
## 61 0.127614 0.069011 0.06901109
## 62 0.127614 0.069011 0.06901109
## 63 0.127614 0.080989 0.08098933
## 64 0.127614 0.083477 0.08347756
## 65 0.127614 0.085061 0.08506074
## 66 0.127614 0.087549 0.08754897
## 67 0.127614 0.121930 0.12192993
## 68 0.127614 0.074015 0.07401491
## 69 0.127614 0.074015 0.07401491
## 70 0.127614 0.074231 0.07423115
## 71 0.127614 0.083505 0.08350492
## 72 0.127614 0.087124 0.08712411
## 73 0.127614 0.087124 0.08712411
## 74 0.127614 0.115614 0.11561430
## 75 0.127614 0.127614 0.12761415
## 76 0.127614 0.061556 0.06155647
## 77 0.127614 0.061556 0.06155647
## 78 0.127614 0.061556 0.06155647
## 79 0.127614 0.061556 0.06155647
## 80 0.127614 0.078737 0.07873708
## 81 0.127614 0.079868 0.07986804
## 82 0.127614 0.079868 0.07986804
## 83 0.127614 0.079868 0.07986804
## 84 0.127614 0.079868 0.07986804
## 85 0.127614 0.082572 0.08257250
## 86 0.127614 0.092865 0.09286449
## 87 0.127614 0.092865 0.09286449
## 88 0.127614 0.092865 0.09286449
## 89 0.127614 0.092865 0.09286449
## 90 0.127614 0.092865 0.09286449
## 91 0.127614 0.100545 0.10054522
## 92 0.127614 0.100545 0.10054522
## 93 0.127614 0.115690 0.11569022
## 94 0.127614 0.123607 0.12360693
## 95 0.127614 0.070339 0.07033914
## 96 0.127614 0.070339 0.07033914
## 97 0.127614 0.070679 0.07067903
## 98 0.127614 0.083572 0.08357179
## 99 0.127614 0.089453 0.08945269
## 100 0.127614 0.089453 0.08945269
## 101 0.127614 0.089453 0.08945269
## 102 0.127614 0.089453 0.08945269
## 103 0.127614 0.111836 0.11183587
## 104 0.127614 0.096138 0.09613783
## 105 0.127614 0.096138 0.09613783
## 106 0.127614 0.096138 0.09613783
## 107 0.127614 0.096138 0.09613783
## 108 0.127614 0.096138 0.09613783
## 109 0.127614 0.101330 0.10133032
## 110 0.127614 0.101330 0.10133032
## 111 0.127614 0.107428 0.10742766
## 112 0.127614 0.124755 0.12475538
## 113 0.127614 0.124755 0.12475538
## 114 0.127614 0.127144 0.12714403
## 115 0.127614 0.127144 0.12714403
## 116 0.127614 0.127144 0.12714403
## 117 0.127614 0.127144 0.12714403
## 118 0.127614 0.127144 0.12714403
## 119 0.127614 0.127144 0.12714403
## 120 0.127614 0.127614 0.12761415
## 121 0.127614 0.127614 0.12761415
## 122 0.127614 0.127614 0.12761415
## 123 0.127614 0.127614 0.12761415
## 124 0.127614 0.127614 0.12761415
## 125 0.127614 0.127614 0.12761415
## 126 0.127614 0.127614 0.12761415
## 127 0.127614 0.127614 0.12761415
## 128 0.000958 0.000000 0.20419733
## 129 0.000000 0.000000 0.20574100
## 130 0.021196 0.021196 0.19303361
## 131 0.041240 0.029686 0.16894031
## 132 0.007936 0.006352 0.19929843
## 133 0.033545 0.027656 0.17931604
## 134 0.016757 0.006158 0.18488442
## 135 0.039708 0.027613 0.16933678
## 136 0.031575 0.031575 0.18856739
## 137 0.045076 0.042640 0.17570919
## 138 0.041961 0.041961 0.18452602
## 139 0.052626 0.047033 0.16792992
## 140 0.048846 0.048846 0.17748186
## 141 0.056489 0.056489 0.17138225
## 142 0.039396 0.004324 0.14655096
## 143 0.014835 0.005226 0.18705005
## 144 0.042135 0.027983 0.16579350
## 145 0.037291 0.034199 0.17981907
## 146 0.050639 0.045683 0.16978303
## 147 0.051042 0.048815 0.17226529
## 148 0.062481 0.057447 0.16245536
## 149 0.062481 0.058234 0.16324334
## 150 0.058840 0.058840 0.18213963
RSS - Explore Site 3 #not updated 6/27
#
# 'Exploring Site 3 RSS'
#
#
# cwws32valrss3_run1
#
# {plot(cwws32valrss3_run1$bd$date, (cwws32valrss3_run1$bd$rz_storage/cwws32valrss3_run1$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}
#
#
#
# {plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
#
# paste0("valmergesm",i,"$rootzonevwc")
#
# plot((valmergesm3$root_zone.S*valmergesm3$potential_rz_store)/(valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, (valmergesm3$rz_storage/valmergesm3$root.depth), type = "l")
# plot(valmergesm3$Date, valmergesm3$Site3, type = "l")
#
#
# {plot(cwws32valrss3_run3$pd$date, (cwws32valrss3_run3$pd$rz_storage/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
#
#
# {plot(cwws32valrss3_run3$pd$date, ((cwws32valrss3_run3$pd$root_zone.S*cwws32valrss3_run3$pd$potential_rz_store)/cwws32valrss3_run3$pd$root.depth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
#
# ## based on landscape position the previous two figures differ, the second figure does not count inundation as "0" VWC
#
# #paste0("valmergesm",i,"$rootzonevwc")
#
#
# {plot(cwws32valrss3_run3$bd$date, (cwws32valrss3_run3$bd$rz_storage/cwws32valrss3_run3$bd$rootdepth), type = 'l', ylim = c(0.0,0.45))
# lines(valmergesm3$Date,valmergesm3$Site3, col = 'BLUE', lty = 3)}
#
# {plot(cwws32valrss3_run43$pd$date, (cwws32valrss3_run43$pd$rz_storage/cwws32valrss3_run43$pd$root.depth), type = 'l', ylim = c(0.0,0.35))
# lines(valmergesm43$Date,valmergesm43$Site3, col = 'BLUE', lty = 3)}
#
# {plot(cwws32valrss3_run43$bd$date, (cwws32valrss3_run43$bd$rz_storage/cwws32valrss3_run43$bd$rootdepth), type = 'l', ylim = c(0.12,0.26))
# lines(valmergesm1$Date,valmergesm1$Site3, col = 'BLUE', lty = 3)}
RSS - merge all 3 sites
setwd(system.file("extdata/", package = "RHESSysIOinR"))
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation
## site1 site2 site3 allsites
## 1 -0.0148460557 0.48546738 -0.285694422 0.061642301
## 2 -0.0011484825 0.10918665 -0.203057988 -0.031673273
## 3 -0.0470102972 0.42172024 -1.006672603 -0.210654221
## 4 -0.0011572735 0.11409618 -0.099519696 0.004473070
## 5 -0.0086367513 -0.11674556 -0.064555693 -0.063312669
## 6 0.0059897705 0.23870113 -0.249525246 -0.001611450
## 7 -0.0257144202 0.32583827 -0.015502641 0.094873735
## 8 -0.0671120096 0.61353131 0.241909191 0.262776165
## 9 -0.0184053186 0.15893733 -0.437522962 -0.098996982
## 10 -0.0749516419 0.51382665 -0.079245773 0.119876410
## 11 -0.0652711681 0.33293612 -0.259076125 0.002862942
## 12 0.0015839387 0.06547789 -0.257848536 -0.063595569
## 13 -0.1177188766 0.62389857 -0.823291359 -0.105703887
## 14 -0.0871018943 0.64500649 -0.073178028 0.161575524
## 15 -0.0266928635 0.45473939 -0.207761986 0.073428180
## 16 -0.0434774799 0.41374568 -0.265508058 0.034920048
## 17 -0.0971749077 0.53110745 -0.870663923 -0.145577127
## 18 -0.0062713948 -0.05965909 -0.716088351 -0.260672946
## 19 -0.0732593636 0.35837218 -0.380492752 -0.031793313
## 20 -0.0634457976 0.44489924 -0.637073339 -0.085206634
## 21 -0.0564854868 0.40874304 -0.302203424 0.016684709
## 22 -0.1701339592 0.59038717 -0.562411481 -0.047386092
## 23 -0.1944062640 0.50130176 0.349458732 0.218784742
## 24 -0.0908971577 -0.15714373 -0.279745088 -0.175928660
## 25 -0.0967390621 -0.15339838 -0.304565914 -0.184901118
## 26 -0.0825683720 0.50952306 -0.562429951 -0.045158422
## 27 -0.1094993669 0.48048928 -0.897942644 -0.175650912
## 28 -0.1221706683 0.57795151 -0.165068588 0.096904085
## 29 -0.1166195840 0.50222569 -0.814467102 -0.142953666
## 30 -0.1342749624 0.43016003 -0.449680071 -0.051265001
## 31 -0.2113721677 0.56825997 -0.342426960 0.004820279
## 32 -0.0428095623 0.58699395 -0.790333395 -0.082049668
## 33 -0.0605930322 0.35235708 -0.402854256 -0.037030070
## 34 -0.1538341536 0.54570554 -0.114994323 0.092292356
## 35 -0.0994621417 0.50581001 0.006493359 0.137613743
## 36 -0.2125965537 0.52319901 -0.627136932 -0.105511493
## 37 -0.1691389883 0.47594496 -0.417997647 -0.037063892
## 38 -0.1146920259 0.44937042 0.371282840 0.235320410
## 39 -0.2172894769 0.51396097 -0.718116291 -0.140481599
## 40 -0.1688159385 0.61602301 -0.153430825 0.097925417
## 41 -0.1499535201 0.50845336 0.475835004 0.278111616
## 42 -0.3315738674 0.22725511 0.064374792 -0.013314655
## 43 -0.1807295309 0.49900636 0.065932335 0.128069722
## 44 -0.2708106517 0.40186517 0.376092258 0.169048926
## 45 -0.1058570140 0.39663569 -0.562110970 -0.090444099
## 46 -0.2509036680 0.68000064 0.453313913 0.294136963
## 47 -0.1692785365 0.48262645 -0.718827144 -0.135159742
## 48 -0.1599262667 0.36781131 -0.529318412 -0.107144456
## 49 -0.0512800943 0.16482390 -0.729915980 -0.205457390
## 50 -0.1846133066 0.47619155 -1.357344314 -0.355255358
## 51 -0.0376640715 0.44634679 0.341176386 0.249953036
## 52 -0.1679844042 0.38915619 -0.605000625 -0.127942947
## 53 -0.0763946097 0.41239517 -0.509956287 -0.057985243
## 54 -0.3055909589 0.38507710 NA NA
## 55 -0.0466562600 0.33126639 -0.050425337 0.078061599
## 56 0.0005678582 0.22433417 -0.427866881 -0.067654952
## 57 -0.0696431937 0.01968908 -0.669864787 -0.239939633
## 58 -0.1852130473 0.21588376 -1.072644154 -0.347324479
## 59 -0.1866417834 0.52696406 -1.192572807 -0.284083509
## 60 -0.0966029911 0.59500191 -0.606549981 -0.036050355
## 61 -0.0515724213 0.46207326 -0.614025461 -0.067841540
## 62 -0.1816629966 0.48229385 -1.050689782 -0.250019643
## 63 -0.1117710035 0.50656278 -0.356975224 0.012605517
## 64 -0.0826089691 0.37736548 -0.661056263 -0.122099918
## 65 -0.0483163299 0.13299519 -0.588899862 -0.168073667
## 66 -0.1686076264 0.53195860 -1.019240143 -0.218629723
## 67 0.0154740996 0.23458131 -0.026308569 0.074582280
## 68 -0.2517505419 0.59776947 -1.387968381 -0.347316485
## 69 -0.1247291717 0.61301881 -1.128425943 -0.213378768
## 70 -0.0694499093 0.18471709 -0.338233810 -0.074322209
## 71 -0.1145306318 0.57861388 -0.395474971 0.022869428
## 72 -0.1072606071 0.46494039 -0.539405495 -0.060575237
## 73 -0.1042550628 0.32257588 0.450829762 0.223050193
## 74 -0.0188394286 0.32494673 -0.452958913 -0.048950537
## 75 -0.0434691925 -0.08335810 -0.964396899 -0.363741396
## 76 -0.3180939831 0.39842984 -1.509968978 -0.476544374
## 77 -0.1648099115 0.52824993 -0.744307916 -0.126955965
## 78 -0.1189501075 0.05938945 -0.222425542 -0.093995398
## 79 -0.1592604871 0.35912211 NA NA
## 80 -0.0928021341 0.31476988 -0.421540081 -0.066524112
## 81 -0.1250372186 0.18534678 -0.607106935 -0.182265792
## 82 -0.1591638699 0.41923923 -0.149162092 0.036971089
## 83 -0.2621096821 0.50701567 -0.741292354 -0.165462123
## 84 -0.3267513673 0.80242599 -0.944186834 -0.156170736
## 85 -0.4356883390 0.65246694 -0.505345116 -0.096188840
## 86 -0.1981507324 0.51517016 -1.002485752 -0.228488773
## 87 -0.1568462833 0.52585926 -0.925776627 -0.185587884
## 88 -0.2536638825 0.50179606 -0.122698473 0.041811235
## 89 -0.1727285863 0.49318616 -0.619725779 -0.099756068
## 90 -0.3612060924 0.57967448 0.360376421 0.192948270
## 91 -0.0553470130 0.46870281 -0.763002434 -0.116548879
## 92 -0.0987217145 0.39706206 -0.677083313 -0.126247654
## 93 -0.0937407022 0.73257164 -0.484936677 0.051298087
## 94 -0.2111709200 0.51003481 -0.461736968 -0.054291025
## 95 -0.1647807079 -0.07230564 0.007381758 -0.076568196
## 96 -0.2356949442 0.43992873 -1.320662332 -0.372142847
## 97 -0.1160221916 0.60639818 -0.934058690 -0.147894234
## 98 -0.1293624911 0.55179814 -0.209837080 0.070866190
## 99 -0.3251603500 0.40264856 0.096402055 0.057963421
## 100 -0.2469331165 0.50022666 -0.007773893 0.081839883
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - RSS")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationrss.csv')
STATIC
run model n times for patch 1 - only for validation time series
setwd(system.file("extdata/", package = "RHESSysIOinR"))
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32static.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
world_hdr_prefix = "CWWS32static",
flowtable = "CWWS32static.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valstatic1",
commandline_options = c(""))
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
run static
setwd(system.file("extdata/", package = "RHESSysIOinR"))
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_cmd_pars(m = topstatic[i,]$m,
k = topstatic[i,]$k,
soil_dep= topstatic[i,]$soil_dep,
m_v = topstatic[i,]$m_v,
k_v = topstatic[i,]$k_v,
gw1 = topstatic[i,]$gw1,
gw2 = topstatic[i,]$gw2,
pa = topstatic[i,]$pa,
po = topstatic[i,]$po,
vgseng1 = topstatic[i,]$vgseng1,
vgseng2 = topstatic[i,]$vgseng2,
vgseng3 = topstatic[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
cmd_pars = stdpars,
output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
runID = i)
}
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end_time = Sys.time()
end_time - start_time
## Time difference of 34.51973 mins
read 20 runs, create table and append to table for patch 1
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valstatic1_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic1_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 112 136557 136557 0.359899 0.451
## 2 1 112 136557 136557 0.361364 0.451
## 3 1 112 136557 136557 0.353272 0.451
## 4 1 112 136557 136557 0.416039 0.451
## 5 1 112 136557 136557 0.402402 0.451
## 6 1 112 136557 136557 0.413897 0.451
## 7 1 112 136557 136557 0.458332 0.451
## 8 1 112 136557 136557 0.438814 0.451
## 9 1 112 136557 136557 0.422202 0.451
## 10 1 112 136557 136557 0.407804 0.451
## 11 1 112 136557 136557 0.395143 0.451
## 12 1 112 136557 136557 0.383879 0.451
## 13 1 112 136557 136557 0.373759 0.451
## 14 1 112 136557 136557 0.364593 0.451
## 15 1 112 136557 136557 0.356233 0.451
## 16 1 112 136557 136557 0.348562 0.451
## 17 1 112 136557 136557 0.341485 0.451
## 18 1 112 136557 136557 0.334927 0.451
## 19 1 112 136557 136557 0.328823 0.451
## 20 1 112 136557 136557 0.323121 0.451
## 21 1 112 136557 136557 0.317778 0.451
## 22 1 112 136557 136557 0.312755 0.451
## 23 1 112 136557 136557 0.314972 0.451
## 24 1 112 136557 136557 0.310111 0.451
## 25 1 112 136557 136557 0.316339 0.451
## 26 1 112 136557 136557 0.478457 0.451
## 27 1 112 136557 136557 0.546331 0.451
## 28 1 112 136557 136557 0.508943 0.451
## 29 1 112 136557 136557 0.480192 0.451
## 30 1 112 136557 136557 0.457013 0.451
## 31 1 112 136557 136557 0.458187 0.451
## 32 1 112 136557 136557 0.438707 0.451
## 33 1 112 136557 136557 0.422124 0.451
## 34 1 112 136557 136557 0.407747 0.451
## 35 1 112 136557 136557 0.395103 0.451
## 36 1 112 136557 136557 0.383852 0.451
## 37 1 112 136557 136557 0.439082 0.451
## 38 1 112 136557 136557 0.440058 0.451
## 39 1 112 136557 136557 0.423288 0.451
## 40 1 112 136557 136557 0.408767 0.451
## 41 1 112 136557 136557 0.396008 0.451
## 42 1 112 136557 136557 0.424594 0.451
## 43 1 112 136557 136557 0.477819 0.451
## 44 1 112 136557 136557 0.455073 0.451
## 45 1 112 136557 136557 0.436088 0.451
## 46 1 112 136557 136557 0.419876 0.451
## 47 1 112 136557 136557 0.425999 0.451
## 48 1 112 136557 136557 0.411135 0.451
## 49 1 112 136557 136557 0.398104 0.451
## 50 1 112 136557 136557 0.468563 0.451
## 51 1 112 136557 136557 0.447413 0.451
## 52 1 112 136557 136557 0.451095 0.451
## 53 1 112 136557 136557 0.545826 0.451
## 54 1 112 136557 136557 0.508600 0.451
## 55 1 112 136557 136557 0.479947 0.451
## 56 1 112 136557 136557 0.589207 0.451
## 57 1 112 136557 136557 0.547643 0.451
## 58 1 112 136557 136557 0.553981 0.451
## 59 1 112 136557 136557 0.547643 0.451
## 60 1 112 136557 136557 0.509964 0.451
## 61 1 112 136557 136557 0.525854 0.451
## 62 1 112 136557 136557 0.493439 0.451
## 63 1 112 136557 136557 0.519094 0.451
## 64 1 112 136557 136557 0.524466 0.451
## 65 1 112 136557 136557 0.527884 0.451
## 66 1 112 136557 136557 0.533255 0.451
## 67 1 112 136557 136557 0.576929 0.451
## 68 1 112 136557 136557 0.515518 0.451
## 69 1 112 136557 136557 0.485409 0.451
## 70 1 112 136557 136557 0.485673 0.451
## 71 1 112 136557 136557 0.505694 0.451
## 72 1 112 136557 136557 0.513449 0.451
## 73 1 112 136557 136557 0.512956 0.451
## 74 1 112 136557 136557 0.556535 0.451
## 75 1 112 136557 136557 0.579665 0.451
## 76 1 112 136557 136557 0.548240 0.451
## 77 1 112 136557 136557 0.546929 0.451
## 78 1 112 136557 136557 0.546142 0.451
## 79 1 112 136557 136557 0.545468 0.451
## 80 1 112 136557 136557 0.562052 0.451
## 81 1 112 136557 136557 0.547643 0.451
## 82 1 112 136557 136557 0.547364 0.451
## 83 1 112 136557 136557 0.546610 0.451
## 84 1 112 136557 136557 0.546146 0.451
## 85 1 112 136557 136557 0.547643 0.451
## 86 1 112 136557 136557 0.553501 0.451
## 87 1 112 136557 136557 0.547030 0.451
## 88 1 112 136557 136557 0.546579 0.451
## 89 1 112 136557 136557 0.545637 0.451
## 90 1 112 136557 136557 0.544804 0.451
## 91 1 112 136557 136557 0.547643 0.451
## 92 1 112 136557 136557 0.546706 0.451
## 93 1 112 136557 136557 0.559938 0.451
## 94 1 112 136557 136557 0.549839 0.451
## 95 1 112 136557 136557 0.547643 0.451
## 96 1 112 136557 136557 0.546978 0.451
## 97 1 112 136557 136557 0.546177 0.451
## 98 1 112 136557 136557 0.556203 0.451
## 99 1 112 136557 136557 0.547643 0.451
## 100 1 112 136557 136557 0.547078 0.451
## 101 1 112 136557 136557 0.546443 0.451
## 102 1 112 136557 136557 0.545566 0.451
## 103 1 112 136557 136557 0.569208 0.451
## 104 1 112 136557 136557 0.547643 0.451
## 105 1 112 136557 136557 0.546719 0.451
## 106 1 112 136557 136557 0.545703 0.451
## 107 1 112 136557 136557 0.544723 0.451
## 108 1 112 136557 136557 0.543939 0.451
## 109 1 112 136557 136557 0.547643 0.451
## 110 1 112 136557 136557 0.546577 0.451
## 111 1 112 136557 136557 0.547643 0.451
## 112 1 112 136557 136557 0.563941 0.451
## 113 1 112 136557 136557 0.547643 0.451
## 114 1 112 136557 136557 0.547643 0.451
## 115 1 112 136557 136557 0.546838 0.451
## 116 1 112 136557 136557 0.545910 0.451
## 117 1 112 136557 136557 0.544878 0.451
## 118 1 112 136557 136557 0.544001 0.451
## 119 1 112 136557 136557 0.543369 0.451
## 120 1 112 136557 136557 0.591379 0.451
## 121 1 112 136557 136557 0.554688 0.451
## 122 1 112 136557 136557 0.546381 0.451
## 123 1 112 136557 136557 0.545099 0.451
## 124 1 112 136557 136557 0.544166 0.451
## 125 1 112 136557 136557 0.542977 0.451
## 126 1 112 136557 136557 0.542149 0.451
## 127 1 112 136557 136557 0.547643 0.451
## 128 1 112 136557 136557 0.547643 0.451
## 129 1 112 136557 136557 0.568830 0.451
## 130 1 112 136557 136557 0.547643 0.451
## 131 1 112 136557 136557 0.560242 0.451
## 132 1 112 136557 136557 0.547174 0.451
## 133 1 112 136557 136557 0.546191 0.451
## 134 1 112 136557 136557 0.545245 0.451
## 135 1 112 136557 136557 0.543990 0.451
## 136 1 112 136557 136557 0.542685 0.451
## 137 1 112 136557 136557 0.541550 0.451
## 138 1 112 136557 136557 0.540346 0.451
## 139 1 112 136557 136557 0.539066 0.451
## 140 1 112 136557 136557 0.537753 0.451
## 141 1 112 136557 136557 0.541834 0.451
## 142 1 112 136557 136557 0.557908 0.451
## 143 1 112 136557 136557 0.547643 0.451
## 144 1 112 136557 136557 0.547622 0.451
## 145 1 112 136557 136557 0.547604 0.451
## 146 1 112 136557 136557 0.541469 0.451
## 147 1 112 136557 136557 0.535078 0.451
## 148 1 112 136557 136557 0.528309 0.451
## 149 1 112 136557 136557 0.521547 0.451
## 150 1 112 136557 136557 0.539889 0.451
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.246987 0.162314 0.1623144
## 2 0.246987 0.162975 0.1629752
## 3 0.246987 0.159326 0.1593257
## 4 0.246987 0.187633 0.1876336
## 5 0.246987 0.181483 0.1814833
## 6 0.246987 0.186667 0.1866675
## 7 0.246987 0.206708 0.2067077
## 8 0.246987 0.197905 0.1979051
## 9 0.246987 0.190413 0.1904131
## 10 0.246987 0.183920 0.1839196
## 11 0.246987 0.178210 0.1782095
## 12 0.246987 0.173129 0.1731294
## 13 0.246987 0.168565 0.1685653
## 14 0.246987 0.164432 0.1644314
## 15 0.246987 0.160661 0.1606611
## 16 0.246987 0.157201 0.1572015
## 17 0.246987 0.154010 0.1540097
## 18 0.246987 0.151052 0.1510521
## 19 0.246987 0.148299 0.1482992
## 20 0.246987 0.145728 0.1457276
## 21 0.246987 0.143318 0.1433179
## 22 0.246987 0.141052 0.1410525
## 23 0.246987 0.142052 0.1420524
## 24 0.246987 0.139860 0.1398601
## 25 0.246987 0.142669 0.1426689
## 26 0.246987 0.215784 0.2157841
## 27 0.246987 0.246395 0.2463953
## 28 0.246987 0.229533 0.2295333
## 29 0.246987 0.216567 0.2165666
## 30 0.246987 0.206113 0.2061129
## 31 0.246987 0.206642 0.2066423
## 32 0.246987 0.197857 0.1978569
## 33 0.246987 0.190378 0.1903779
## 34 0.246987 0.183894 0.1838939
## 35 0.246987 0.178192 0.1781915
## 36 0.246987 0.173117 0.1731173
## 37 0.246987 0.198026 0.1980260
## 38 0.246987 0.198466 0.1984662
## 39 0.246987 0.190903 0.1909029
## 40 0.246987 0.184354 0.1843539
## 41 0.246987 0.178600 0.1785996
## 42 0.246987 0.191492 0.1914919
## 43 0.246987 0.215496 0.2154964
## 44 0.246987 0.205238 0.2052379
## 45 0.246987 0.196676 0.1966757
## 46 0.246987 0.189364 0.1893641
## 47 0.246987 0.192126 0.1921255
## 48 0.246987 0.185422 0.1854219
## 49 0.246987 0.179545 0.1795449
## 50 0.246987 0.211322 0.2113219
## 51 0.246987 0.201783 0.2017833
## 52 0.246987 0.203444 0.2034438
## 53 0.246987 0.246168 0.2461675
## 54 0.246987 0.229379 0.2293786
## 55 0.246987 0.216456 0.2164561
## 56 0.246987 0.265732 0.2657324
## 57 0.246987 0.246987 0.2469870
## 58 0.246987 0.249845 0.2498454
## 59 0.246987 0.246987 0.2469870
## 60 0.246987 0.229994 0.2299938
## 61 0.246987 0.237160 0.2371602
## 62 0.246987 0.222541 0.2225410
## 63 0.246987 0.234112 0.2341114
## 64 0.246987 0.236534 0.2365342
## 65 0.246987 0.238076 0.2380757
## 66 0.246987 0.240498 0.2404980
## 67 0.246987 0.260195 0.2601950
## 68 0.246987 0.232499 0.2324986
## 69 0.246987 0.218920 0.2189195
## 70 0.246987 0.219039 0.2190385
## 71 0.246987 0.228068 0.2280680
## 72 0.246987 0.231565 0.2315655
## 73 0.246987 0.231343 0.2313432
## 74 0.246987 0.250997 0.2509973
## 75 0.246987 0.261429 0.2614289
## 76 0.246987 0.247256 0.2472562
## 77 0.246987 0.246665 0.2466650
## 78 0.246987 0.246310 0.2463100
## 79 0.246987 0.246006 0.2460061
## 80 0.246987 0.253485 0.2534855
## 81 0.246987 0.246987 0.2469870
## 82 0.246987 0.246861 0.2468612
## 83 0.246987 0.246521 0.2465211
## 84 0.246987 0.246312 0.2463118
## 85 0.246987 0.246987 0.2469870
## 86 0.246987 0.249629 0.2496290
## 87 0.246987 0.246711 0.2467105
## 88 0.246987 0.246507 0.2465071
## 89 0.246987 0.246082 0.2460823
## 90 0.246987 0.245706 0.2457066
## 91 0.246987 0.246987 0.2469870
## 92 0.246987 0.246565 0.2465644
## 93 0.246987 0.252532 0.2525320
## 94 0.246987 0.247977 0.2479774
## 95 0.246987 0.246987 0.2469870
## 96 0.246987 0.246687 0.2466871
## 97 0.246987 0.246326 0.2463258
## 98 0.246987 0.250848 0.2508476
## 99 0.246987 0.246987 0.2469870
## 100 0.246987 0.246732 0.2467322
## 101 0.246987 0.246446 0.2464458
## 102 0.246987 0.246050 0.2460503
## 103 0.246987 0.256713 0.2567128
## 104 0.246987 0.246987 0.2469870
## 105 0.246987 0.246570 0.2465703
## 106 0.246987 0.246112 0.2461121
## 107 0.246987 0.245670 0.2456701
## 108 0.246987 0.245316 0.2453165
## 109 0.246987 0.246987 0.2469870
## 110 0.246987 0.246506 0.2465062
## 111 0.246987 0.246987 0.2469870
## 112 0.246987 0.254338 0.2543374
## 113 0.246987 0.246987 0.2469870
## 114 0.246987 0.246987 0.2469870
## 115 0.246987 0.246624 0.2466239
## 116 0.246987 0.246206 0.2462054
## 117 0.246987 0.245740 0.2457400
## 118 0.246987 0.245345 0.2453445
## 119 0.246987 0.245059 0.2450594
## 120 0.246987 0.266712 0.2667119
## 121 0.246987 0.250164 0.2501643
## 122 0.246987 0.246418 0.2464178
## 123 0.246987 0.245839 0.2458396
## 124 0.246987 0.245419 0.2454189
## 125 0.246987 0.244883 0.2448826
## 126 0.246987 0.244509 0.2445092
## 127 0.246987 0.246987 0.2469870
## 128 0.246987 0.246987 0.2469870
## 129 0.246987 0.256542 0.2565423
## 130 0.246987 0.246987 0.2469870
## 131 0.246987 0.252669 0.2526691
## 132 0.246987 0.246775 0.2467755
## 133 0.246987 0.246332 0.2463321
## 134 0.246987 0.245905 0.2459055
## 135 0.246987 0.245340 0.2453395
## 136 0.246987 0.244751 0.2447509
## 137 0.246987 0.244239 0.2442390
## 138 0.246987 0.243696 0.2436960
## 139 0.246987 0.243119 0.2431188
## 140 0.246987 0.242527 0.2425266
## 141 0.246987 0.244367 0.2443671
## 142 0.246987 0.251617 0.2516165
## 143 0.246987 0.246987 0.2469870
## 144 0.246987 0.246978 0.2469775
## 145 0.246987 0.246969 0.2469694
## 146 0.246987 0.244203 0.2442025
## 147 0.246987 0.241320 0.2413202
## 148 0.246987 0.238267 0.2382674
## 149 0.246987 0.235218 0.2352177
## 150 0.246987 0.243490 0.2434899
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1
## [[1]]
## [1] 0.2718064
##
## [[2]]
## [1] -0.1703935
##
## [[3]]
## [1] -1.121388
##
## [[4]]
## [1] -0.9611448
##
## [[5]]
## [1] -0.6103712
##
## [[6]]
## [1] -0.854197
##
## [[7]]
## [1] 0.4279596
##
## [[8]]
## [1] -1.657932
##
## [[9]]
## [1] -1.080096
##
## [[10]]
## [1] 0.6147471
##
## [[11]]
## [1] -0.7544889
##
## [[12]]
## [1] -0.0615909
##
## [[13]]
## [1] -0.9696938
##
## [[14]]
## [1] -0.06184745
##
## [[15]]
## [1] -0.2211266
##
## [[16]]
## [1] -0.1603754
##
## [[17]]
## [1] 0.1605156
##
## [[18]]
## [1] 0.3886859
##
## [[19]]
## [1] -0.4030199
##
## [[20]]
## [1] 0.1560819
##
## [[21]]
## [1] -1.03122
##
## [[22]]
## [1] 0.4296376
##
## [[23]]
## [1] -0.9797409
##
## [[24]]
## [1] 0.4204454
##
## [[25]]
## [1] 0.5327641
##
## [[26]]
## [1] 0.6949237
##
## [[27]]
## [1] -0.4845825
##
## [[28]]
## [1] 0.6627986
##
## [[29]]
## [1] 0.2142553
##
## [[30]]
## [1] -0.4325884
##
## [[31]]
## [1] 0.6329228
##
## [[32]]
## [1] 0.2147668
##
## [[33]]
## [1] 0.5059703
##
## [[34]]
## [1] 0.4703412
##
## [[35]]
## [1] -0.6142389
##
## [[36]]
## [1] 0.5443599
##
## [[37]]
## [1] 0.4616247
##
## [[38]]
## [1] 0.3611512
##
## [[39]]
## [1] -0.06275702
##
## [[40]]
## [1] -0.3177538
##
## [[41]]
## [1] 0.5038993
##
## [[42]]
## [1] -0.763215
##
## [[43]]
## [1] -0.6377724
##
## [[44]]
## [1] -0.4323095
##
## [[45]]
## [1] -0.100526
##
## [[46]]
## [1] 0.1348397
##
## [[47]]
## [1] 0.6465942
##
## [[48]]
## [1] 0.5235118
##
## [[49]]
## [1] 0.4991892
##
## [[50]]
## [1] -0.006598081
##
## [[51]]
## [1] -0.2117254
##
## [[52]]
## [1] 0.1017475
##
## [[53]]
## [1] 0.4622893
##
## [[54]]
## [1] 0.08807425
##
## [[55]]
## [1] 0.4715082
##
## [[56]]
## [1] -0.2508537
##
## [[57]]
## [1] -0.07110106
##
## [[58]]
## [1] -0.5034013
##
## [[59]]
## [1] -1.147392
##
## [[60]]
## [1] 0.6628637
##
## [[61]]
## [1] 0.2525669
##
## [[62]]
## [1] -0.8053106
##
## [[63]]
## [1] -0.5749386
##
## [[64]]
## [1] 0.148109
##
## [[65]]
## [1] 0.09274162
##
## [[66]]
## [1] -0.1997542
##
## [[67]]
## [1] 0.2151741
##
## [[68]]
## [1] -0.0453826
##
## [[69]]
## [1] 0.4873181
##
## [[70]]
## [1] -0.251438
##
## [[71]]
## [1] -0.3716989
##
## [[72]]
## [1] -0.1441578
##
## [[73]]
## [1] 0.5257761
##
## [[74]]
## [1] 0.5801603
##
## [[75]]
## [1] 0.4648624
##
## [[76]]
## [1] 0.4415829
##
## [[77]]
## [1] 0.002253002
##
## [[78]]
## [1] -0.8588918
##
## [[79]]
## [1] 0.6680526
##
## [[80]]
## [1] -0.7409795
##
## [[81]]
## [1] -0.535606
##
## [[82]]
## [1] -0.2340643
##
## [[83]]
## [1] 0.3093367
##
## [[84]]
## [1] -0.05205898
##
## [[85]]
## [1] 0.3120386
##
## [[86]]
## [1] -0.2432726
##
## [[87]]
## [1] 0.5438241
##
## [[88]]
## [1] 0.3623054
##
## [[89]]
## [1] 0.09021313
##
## [[90]]
## [1] 0.5997373
##
## [[91]]
## [1] 0.1863472
##
## [[92]]
## [1] 0.2418637
##
## [[93]]
## [1] -0.294431
##
## [[94]]
## [1] 0.4057373
##
## [[95]]
## [1] 0.50265
##
## [[96]]
## [1] 0.5464844
##
## [[97]]
## [1] -0.1260218
##
## [[98]]
## [1] 0.05241295
##
## [[99]]
## [1] -0.5764143
##
## [[100]]
## [1] -0.3320439
prepare to run model 20 times for patch 2 - only for validation time series
run model in parallel
read 20 runs, create table and append to table
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valstatic2_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic2_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 141942 141942 0.348882 0.451
## 2 1 110 141942 141942 0.350347 0.451
## 3 1 110 141942 141942 0.342550 0.451
## 4 1 110 141942 141942 0.405505 0.451
## 5 1 110 141942 141942 0.392116 0.451
## 6 1 110 141942 141942 0.403800 0.451
## 7 1 110 141942 141942 0.448236 0.451
## 8 1 110 141942 141942 0.428858 0.451
## 9 1 110 141942 141942 0.412414 0.451
## 10 1 110 141942 141942 0.398194 0.451
## 11 1 110 141942 141942 0.385713 0.451
## 12 1 110 141942 141942 0.374627 0.451
## 13 1 110 141942 141942 0.364680 0.451
## 14 1 110 141942 141942 0.355682 0.451
## 15 1 110 141942 141942 0.347482 0.451
## 16 1 110 141942 141942 0.339965 0.451
## 17 1 110 141942 141942 0.333036 0.451
## 18 1 110 141942 141942 0.326619 0.451
## 19 1 110 141942 141942 0.320650 0.451
## 20 1 110 141942 141942 0.315078 0.451
## 21 1 110 141942 141942 0.309859 0.451
## 22 1 110 141942 141942 0.304956 0.451
## 23 1 110 141942 141942 0.307361 0.451
## 24 1 110 141942 141942 0.302606 0.451
## 25 1 110 141942 141942 0.308480 0.451
## 26 1 110 141942 141942 0.470598 0.451
## 27 1 110 141942 141942 0.538473 0.451
## 28 1 110 141942 141942 0.500581 0.451
## 29 1 110 141942 141942 0.471677 0.451
## 30 1 110 141942 141942 0.448498 0.451
## 31 1 110 141942 141942 0.450242 0.451
## 32 1 110 141942 141942 0.430748 0.451
## 33 1 110 141942 141942 0.414208 0.451
## 34 1 110 141942 141942 0.399908 0.451
## 35 1 110 141942 141942 0.387358 0.451
## 36 1 110 141942 141942 0.388573 0.451
## 37 1 110 141942 141942 0.441310 0.451
## 38 1 110 141942 141942 0.442286 0.451
## 39 1 110 141942 141942 0.424089 0.451
## 40 1 110 141942 141942 0.408520 0.451
## 41 1 110 141942 141942 0.394971 0.451
## 42 1 110 141942 141942 0.423745 0.451
## 43 1 110 141942 141942 0.476970 0.451
## 44 1 110 141942 141942 0.452946 0.451
## 45 1 110 141942 141942 0.433115 0.451
## 46 1 110 141942 141942 0.416321 0.451
## 47 1 110 141942 141942 0.422633 0.451
## 48 1 110 141942 141942 0.407307 0.451
## 49 1 110 141942 141942 0.393946 0.451
## 50 1 110 141942 141942 0.464241 0.451
## 51 1 110 141942 141942 0.442562 0.451
## 52 1 110 141942 141942 0.446433 0.451
## 53 1 110 141942 141942 0.541164 0.451
## 54 1 110 141942 141942 0.502948 0.451
## 55 1 110 141942 141942 0.473824 0.451
## 56 1 110 141942 141942 0.587607 0.451
## 57 1 110 141942 141942 0.547643 0.451
## 58 1 110 141942 141942 0.553981 0.451
## 59 1 110 141942 141942 0.547643 0.451
## 60 1 110 141942 141942 0.507787 0.451
## 61 1 110 141942 141942 0.523865 0.451
## 62 1 110 141942 141942 0.490075 0.451
## 63 1 110 141942 141942 0.515919 0.451
## 64 1 110 141942 141942 0.521291 0.451
## 65 1 110 141942 141942 0.524709 0.451
## 66 1 110 141942 141942 0.530080 0.451
## 67 1 110 141942 141942 0.575269 0.451
## 68 1 110 141942 141942 0.512234 0.451
## 69 1 110 141942 141942 0.481209 0.451
## 70 1 110 141942 141942 0.481662 0.451
## 71 1 110 141942 141942 0.501682 0.451
## 72 1 110 141942 141942 0.509495 0.451
## 73 1 110 141942 141942 0.479117 0.451
## 74 1 110 141942 141942 0.540608 0.451
## 75 1 110 141942 141942 0.576186 0.451
## 76 1 110 141942 141942 0.512765 0.451
## 77 1 110 141942 141942 0.481694 0.451
## 78 1 110 141942 141942 0.457052 0.451
## 79 1 110 141942 141942 0.436773 0.451
## 80 1 110 141942 141942 0.473848 0.451
## 81 1 110 141942 141942 0.476290 0.451
## 82 1 110 141942 141942 0.452684 0.451
## 83 1 110 141942 141942 0.433135 0.451
## 84 1 110 141942 141942 0.416540 0.451
## 85 1 110 141942 141942 0.422364 0.451
## 86 1 110 141942 141942 0.444352 0.451
## 87 1 110 141942 141942 0.426123 0.451
## 88 1 110 141942 141942 0.410519 0.451
## 89 1 110 141942 141942 0.396932 0.451
## 90 1 110 141942 141942 0.384942 0.451
## 91 1 110 141942 141942 0.401508 0.451
## 92 1 110 141942 141942 0.389004 0.451
## 93 1 110 141942 141942 0.421685 0.451
## 94 1 110 141942 141942 0.438776 0.451
## 95 1 110 141942 141942 0.421417 0.451
## 96 1 110 141942 141942 0.406473 0.451
## 97 1 110 141942 141942 0.406975 0.451
## 98 1 110 141942 141942 0.434809 0.451
## 99 1 110 141942 141942 0.447505 0.451
## 100 1 110 141942 141942 0.428856 0.451
## 101 1 110 141942 141942 0.412931 0.451
## 102 1 110 141942 141942 0.399093 0.451
## 103 1 110 141942 141942 0.447400 0.451
## 104 1 110 141942 141942 0.428785 0.451
## 105 1 110 141942 141942 0.412886 0.451
## 106 1 110 141942 141942 0.399068 0.451
## 107 1 110 141942 141942 0.386889 0.451
## 108 1 110 141942 141942 0.376034 0.451
## 109 1 110 141942 141942 0.387230 0.451
## 110 1 110 141942 141942 0.376345 0.451
## 111 1 110 141942 141942 0.389493 0.451
## 112 1 110 141942 141942 0.426768 0.451
## 113 1 110 141942 141942 0.426178 0.451
## 114 1 110 141942 141942 0.431185 0.451
## 115 1 110 141942 141942 0.430556 0.451
## 116 1 110 141942 141942 0.429823 0.451
## 117 1 110 141942 141942 0.428983 0.451
## 118 1 110 141942 141942 0.428268 0.451
## 119 1 110 141942 141942 0.427555 0.451
## 120 1 110 141942 141942 0.547643 0.451
## 121 1 110 141942 141942 0.547406 0.451
## 122 1 110 141942 141942 0.546090 0.451
## 123 1 110 141942 141942 0.544679 0.451
## 124 1 110 141942 141942 0.543692 0.451
## 125 1 110 141942 141942 0.542406 0.451
## 126 1 110 141942 141942 0.541487 0.451
## 127 1 110 141942 141942 0.547643 0.451
## 128 1 110 141942 141942 0.547643 0.451
## 129 1 110 141942 141942 0.568697 0.451
## 130 1 110 141942 141942 0.547643 0.451
## 131 1 110 141942 141942 0.560177 0.451
## 132 1 110 141942 141942 0.547007 0.451
## 133 1 110 141942 141942 0.545881 0.451
## 134 1 110 141942 141942 0.544850 0.451
## 135 1 110 141942 141942 0.543508 0.451
## 136 1 110 141942 141942 0.542129 0.451
## 137 1 110 141942 141942 0.540927 0.451
## 138 1 110 141942 141942 0.539668 0.451
## 139 1 110 141942 141942 0.538357 0.451
## 140 1 110 141942 141942 0.537594 0.451
## 141 1 110 141942 141942 0.542097 0.451
## 142 1 110 141942 141942 0.558417 0.451
## 143 1 110 141942 141942 0.547643 0.451
## 144 1 110 141942 141942 0.547643 0.451
## 145 1 110 141942 141942 0.547643 0.451
## 146 1 110 141942 141942 0.546522 0.451
## 147 1 110 141942 141942 0.545399 0.451
## 148 1 110 141942 141942 0.544265 0.451
## 149 1 110 141942 141942 0.543174 0.451
## 150 1 110 141942 141942 0.549011 0.451
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.246987 0.157346 0.1573458
## 2 0.246987 0.158006 0.1580065
## 3 0.246987 0.154490 0.1544901
## 4 0.246987 0.182883 0.1828828
## 5 0.246987 0.176845 0.1768443
## 6 0.246987 0.182114 0.1821138
## 7 0.246987 0.202154 0.2021544
## 8 0.246987 0.193415 0.1934150
## 9 0.246987 0.185999 0.1859987
## 10 0.246987 0.179586 0.1795855
## 11 0.246987 0.173957 0.1739566
## 12 0.246987 0.168957 0.1689568
## 13 0.246987 0.164471 0.1644707
## 14 0.246987 0.160412 0.1604126
## 15 0.246987 0.156714 0.1567144
## 16 0.246987 0.153324 0.1533242
## 17 0.246987 0.150199 0.1501992
## 18 0.246987 0.147305 0.1473052
## 19 0.246987 0.144613 0.1446131
## 20 0.246987 0.142100 0.1421002
## 21 0.246987 0.139747 0.1397464
## 22 0.246987 0.137535 0.1375352
## 23 0.246987 0.138620 0.1386198
## 24 0.246987 0.136475 0.1364753
## 25 0.246987 0.139125 0.1391245
## 26 0.246987 0.212240 0.2122397
## 27 0.246987 0.242851 0.2428513
## 28 0.246987 0.225762 0.2257620
## 29 0.246987 0.212726 0.2127263
## 30 0.246987 0.202273 0.2022726
## 31 0.246987 0.203059 0.2030591
## 32 0.246987 0.194267 0.1942673
## 33 0.246987 0.186808 0.1868078
## 34 0.246987 0.180359 0.1803585
## 35 0.246987 0.174698 0.1746985
## 36 0.246987 0.175246 0.1752464
## 37 0.246987 0.199031 0.1990308
## 38 0.246987 0.199471 0.1994710
## 39 0.246987 0.191264 0.1912641
## 40 0.246987 0.184242 0.1842425
## 41 0.246987 0.178132 0.1781319
## 42 0.246987 0.191109 0.1911090
## 43 0.246987 0.215114 0.2151135
## 44 0.246987 0.204278 0.2042786
## 45 0.246987 0.195335 0.1953349
## 46 0.246987 0.187761 0.1877608
## 47 0.246987 0.190607 0.1906075
## 48 0.246987 0.183695 0.1836955
## 49 0.246987 0.177670 0.1776696
## 50 0.246987 0.209373 0.2093727
## 51 0.246987 0.199596 0.1995955
## 52 0.246987 0.201341 0.2013413
## 53 0.246987 0.244065 0.2440650
## 54 0.246987 0.226830 0.2268295
## 55 0.246987 0.213694 0.2136946
## 56 0.246987 0.265011 0.2650108
## 57 0.246987 0.246987 0.2469870
## 58 0.246987 0.249845 0.2498454
## 59 0.246987 0.246987 0.2469870
## 60 0.246987 0.229012 0.2290119
## 61 0.246987 0.236263 0.2362631
## 62 0.246987 0.221024 0.2210238
## 63 0.246987 0.232680 0.2326795
## 64 0.246987 0.235102 0.2351022
## 65 0.246987 0.236644 0.2366438
## 66 0.246987 0.239066 0.2390661
## 67 0.246987 0.259446 0.2594463
## 68 0.246987 0.231017 0.2310175
## 69 0.246987 0.217025 0.2170253
## 70 0.246987 0.217229 0.2172296
## 71 0.246987 0.226259 0.2262586
## 72 0.246987 0.229782 0.2297822
## 73 0.246987 0.216082 0.2160818
## 74 0.246987 0.243814 0.2438142
## 75 0.246987 0.259860 0.2598599
## 76 0.246987 0.231257 0.2312570
## 77 0.246987 0.217244 0.2172440
## 78 0.246987 0.206131 0.2061305
## 79 0.246987 0.196985 0.1969846
## 80 0.246987 0.213706 0.2137054
## 81 0.246987 0.214807 0.2148068
## 82 0.246987 0.204160 0.2041605
## 83 0.246987 0.195344 0.1953439
## 84 0.246987 0.187860 0.1878595
## 85 0.246987 0.190486 0.1904862
## 86 0.246987 0.200403 0.2004028
## 87 0.246987 0.192181 0.1921815
## 88 0.246987 0.185144 0.1851441
## 89 0.246987 0.179016 0.1790163
## 90 0.246987 0.173609 0.1736088
## 91 0.246987 0.181080 0.1810801
## 92 0.246987 0.175441 0.1754408
## 93 0.246987 0.190180 0.1901799
## 94 0.246987 0.197888 0.1978880
## 95 0.246987 0.190059 0.1900591
## 96 0.246987 0.183319 0.1833193
## 97 0.246987 0.183546 0.1835457
## 98 0.246987 0.196099 0.1960989
## 99 0.246987 0.201825 0.2018248
## 100 0.246987 0.193414 0.1934141
## 101 0.246987 0.186232 0.1862319
## 102 0.246987 0.179991 0.1799909
## 103 0.246987 0.201777 0.2017774
## 104 0.246987 0.193382 0.1933820
## 105 0.246987 0.186212 0.1862116
## 106 0.246987 0.179979 0.1799797
## 107 0.246987 0.174487 0.1744869
## 108 0.246987 0.169591 0.1695913
## 109 0.246987 0.174641 0.1746407
## 110 0.246987 0.169731 0.1697316
## 111 0.246987 0.175661 0.1756613
## 112 0.246987 0.192472 0.1924724
## 113 0.246987 0.192206 0.1922063
## 114 0.246987 0.194464 0.1944644
## 115 0.246987 0.194181 0.1941808
## 116 0.246987 0.193850 0.1938502
## 117 0.246987 0.193471 0.1934713
## 118 0.246987 0.193149 0.1931489
## 119 0.246987 0.192827 0.1928273
## 120 0.246987 0.246987 0.2469870
## 121 0.246987 0.246880 0.2468801
## 122 0.246987 0.246287 0.2462866
## 123 0.246987 0.245650 0.2456502
## 124 0.246987 0.245205 0.2452051
## 125 0.246987 0.244625 0.2446251
## 126 0.246987 0.244211 0.2442106
## 127 0.246987 0.246987 0.2469870
## 128 0.246987 0.246987 0.2469870
## 129 0.246987 0.256482 0.2564823
## 130 0.246987 0.246987 0.2469870
## 131 0.246987 0.252640 0.2526398
## 132 0.246987 0.246700 0.2467002
## 133 0.246987 0.246192 0.2461923
## 134 0.246987 0.245727 0.2457273
## 135 0.246987 0.245122 0.2451221
## 136 0.246987 0.244500 0.2445002
## 137 0.246987 0.243958 0.2439581
## 138 0.246987 0.243390 0.2433903
## 139 0.246987 0.242799 0.2427990
## 140 0.246987 0.242455 0.2424549
## 141 0.246987 0.244486 0.2444857
## 142 0.246987 0.251846 0.2518461
## 143 0.246987 0.246987 0.2469870
## 144 0.246987 0.246987 0.2469870
## 145 0.246987 0.246987 0.2469870
## 146 0.246987 0.246481 0.2464814
## 147 0.246987 0.245975 0.2459749
## 148 0.246987 0.245464 0.2454635
## 149 0.246987 0.244971 0.2449715
## 150 0.246987 0.247604 0.2476040
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2
## [[1]]
## [1] 0.1731964
##
## [[2]]
## [1] -0.03567015
##
## [[3]]
## [1] -0.8330196
##
## [[4]]
## [1] -0.6472866
##
## [[5]]
## [1] -0.3717473
##
## [[6]]
## [1] -0.5839886
##
## [[7]]
## [1] 0.3970429
##
## [[8]]
## [1] 0.274838
##
## [[9]]
## [1] -0.8013467
##
## [[10]]
## [1] 0.6367595
##
## [[11]]
## [1] -0.4785325
##
## [[12]]
## [1] 0.05880642
##
## [[13]]
## [1] -0.6597659
##
## [[14]]
## [1] 0.03816512
##
## [[15]]
## [1] -0.07515782
##
## [[16]]
## [1] -0.03111979
##
## [[17]]
## [1] 0.2239091
##
## [[18]]
## [1] 0.3946447
##
## [[19]]
## [1] -0.1909707
##
## [[20]]
## [1] 0.2109201
##
## [[21]]
## [1] -0.731096
##
## [[22]]
## [1] 0.4187629
##
## [[23]]
## [1] -0.722119
##
## [[24]]
## [1] 0.4031864
##
## [[25]]
## [1] 0.5350875
##
## [[26]]
## [1] 0.596043
##
## [[27]]
## [1] -0.2880517
##
## [[28]]
## [1] 0.5515506
##
## [[29]]
## [1] 0.2060417
##
## [[30]]
## [1] -0.2451858
##
## [[31]]
## [1] 0.5891983
##
## [[32]]
## [1] 0.2157558
##
## [[33]]
## [1] 0.4839645
##
## [[34]]
## [1] -0.8511162
##
## [[35]]
## [1] -0.530745
##
## [[36]]
## [1] 0.5456013
##
## [[37]]
## [1] 0.4753828
##
## [[38]]
## [1] 0.386575
##
## [[39]]
## [1] -0.007983589
##
## [[40]]
## [1] -0.1189127
##
## [[41]]
## [1] 0.4870013
##
## [[42]]
## [1] -0.5051417
##
## [[43]]
## [1] -0.4491761
##
## [[44]]
## [1] -0.227447
##
## [[45]]
## [1] 0.02632242
##
## [[46]]
## [1] 0.1867765
##
## [[47]]
## [1] 0.6993156
##
## [[48]]
## [1] 0.5015
##
## [[49]]
## [1] 0.5005307
##
## [[50]]
## [1] 0.05851245
##
## [[51]]
## [1] -0.2719179
##
## [[52]]
## [1] 0.01527171
##
## [[53]]
## [1] 0.4662561
##
## [[54]]
## [1] 0.128397
##
## [[55]]
## [1] 0.474452
##
## [[56]]
## [1] -0.09986729
##
## [[57]]
## [1] -0.025649
##
## [[58]]
## [1] -0.3010102
##
## [[59]]
## [1] -0.8035587
##
## [[60]]
## [1] 0.6282866
##
## [[61]]
## [1] 0.2710919
##
## [[62]]
## [1] -0.5235344
##
## [[63]]
## [1] -0.3584148
##
## [[64]]
## [1] -0.07341919
##
## [[65]]
## [1] 0.1547263
##
## [[66]]
## [1] -0.1028694
##
## [[67]]
## [1] 0.2385651
##
## [[68]]
## [1] 0.03824912
##
## [[69]]
## [1] 0.4802423
##
## [[70]]
## [1] -0.1115351
##
## [[71]]
## [1] -0.2063217
##
## [[72]]
## [1] -0.04399422
##
## [[73]]
## [1] 0.5135772
##
## [[74]]
## [1] 0.5923788
##
## [[75]]
## [1] 0.451929
##
## [[76]]
## [1] 0.4415786
##
## [[77]]
## [1] 0.02997068
##
## [[78]]
## [1] -0.5923448
##
## [[79]]
## [1] 0.7252164
##
## [[80]]
## [1] -0.517615
##
## [[81]]
## [1] -0.3610655
##
## [[82]]
## [1] -0.1335036
##
## [[83]]
## [1] 0.2769913
##
## [[84]]
## [1] 0.01246348
##
## [[85]]
## [1] 0.302012
##
## [[86]]
## [1] 0.4806478
##
## [[87]]
## [1] 0.4920933
##
## [[88]]
## [1] 0.3093894
##
## [[89]]
## [1] 0.07373995
##
## [[90]]
## [1] 0.6136582
##
## [[91]]
## [1] 0.1860886
##
## [[92]]
## [1] 0.04268733
##
## [[93]]
## [1] -0.1770946
##
## [[94]]
## [1] 0.3882905
##
## [[95]]
## [1] -0.352949
##
## [[96]]
## [1] 0.5056448
##
## [[97]]
## [1] -0.1873465
##
## [[98]]
## [1] 0.1258978
##
## [[99]]
## [1] 0.09675456
##
## [[100]]
## [1] -0.01527109
prepare to run model 20 times for patch 3 - only for validation time series
run model in parallel
read 20 runs, create table and append to table
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valstatic3_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valstatic3_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3
## [[1]]
## [1] -0.2734634
##
## [[2]]
## [1] -0.2775216
##
## [[3]]
## [1] 0.0004735535
##
## [[4]]
## [1] -0.0441067
##
## [[5]]
## [1] 0.005599659
##
## [[6]]
## [1] -0.08846397
##
## [[7]]
## [1] -0.7363021
##
## [[8]]
## [1] -0.08646196
##
## [[9]]
## [1] -0.2894712
##
## [[10]]
## [1] 0.01741461
##
## [[11]]
## [1] -0.2955111
##
## [[12]]
## [1] -0.4649302
##
## [[13]]
## [1] -0.09215299
##
## [[14]]
## [1] -0.1482774
##
## [[15]]
## [1] -0.4961703
##
## [[16]]
## [1] -0.1277806
##
## [[17]]
## [1] -0.8795232
##
## [[18]]
## [1] -0.7263031
##
## [[19]]
## [1] -0.05525874
##
## [[20]]
## [1] -0.3365559
##
## [[21]]
## [1] -0.2527683
##
## [[22]]
## [1] -0.9659863
##
## [[23]]
## [1] -0.2920657
##
## [[24]]
## [1] -0.6404297
##
## [[25]]
## [1] -0.0476456
##
## [[26]]
## [1] -0.04623039
##
## [[27]]
## [1] 0.02202936
##
## [[28]]
## [1] -0.4150218
##
## [[29]]
## [1] 0.02536419
##
## [[30]]
## [1] -0.007050265
##
## [[31]]
## [1] -0.5305239
##
## [[32]]
## [1] -0.5181637
##
## [[33]]
## [1] 0.218394
##
## [[34]]
## [1] -0.01434211
##
## [[35]]
## [1] -0.1684292
##
## [[36]]
## [1] 0.2691368
##
## [[37]]
## [1] -0.6354583
##
## [[38]]
## [1] -0.1334154
##
## [[39]]
## [1] -0.125713
##
## [[40]]
## [1] -0.1028776
##
## [[41]]
## [1] NA
##
## [[42]]
## [1] -0.3841605
##
## [[43]]
## [1] -0.181972
##
## [[44]]
## [1] 0.00327373
##
## [[45]]
## [1] -0.4526344
##
## [[46]]
## [1] -0.3803537
##
## [[47]]
## [1] -0.3222949
##
## [[48]]
## [1] -0.7487227
##
## [[49]]
## [1] -1.216705
##
## [[50]]
## [1] -0.02567963
##
## [[51]]
## [1] -0.07826651
##
## [[52]]
## [1] -0.2907742
##
## [[53]]
## [1] -0.9914517
##
## [[54]]
## [1] -0.4062875
##
## [[55]]
## [1] -1.023281
##
## [[56]]
## [1] -0.1738773
##
## [[57]]
## [1] -0.2301567
##
## [[58]]
## [1] -0.2015187
##
## [[59]]
## [1] -0.581861
##
## [[60]]
## [1] -1.011049
##
## [[61]]
## [1] -0.4036809
##
## [[62]]
## [1] -0.4001202
##
## [[63]]
## [1] 0.0262731
##
## [[64]]
## [1] 0.01756109
##
## [[65]]
## [1] -0.4288186
##
## [[66]]
## [1] -0.1233433
##
## [[67]]
## [1] -0.5822362
##
## [[68]]
## [1] -0.4429643
##
## [[69]]
## [1] -0.7983636
##
## [[70]]
## [1] -0.06210008
##
## [[71]]
## [1] -0.06014182
##
## [[72]]
## [1] -0.07366545
##
## [[73]]
## [1] -1.333415
##
## [[74]]
## [1] -0.2186933
##
## [[75]]
## [1] -0.9370855
##
## [[76]]
## [1] -0.7869413
##
## [[77]]
## [1] -0.4764371
##
## [[78]]
## [1] -0.2560707
##
## [[79]]
## [1] 0.1292464
##
## [[80]]
## [1] -0.2555058
##
## [[81]]
## [1] -0.1319821
##
## [[82]]
## [1] -0.01985597
##
## [[83]]
## [1] -0.1439281
##
## [[84]]
## [1] -0.304902
##
## [[85]]
## [1] -0.3981456
##
## [[86]]
## [1] NA
##
## [[87]]
## [1] -0.2992457
##
## [[88]]
## [1] -0.1808159
##
## [[89]]
## [1] -0.1000674
##
## [[90]]
## [1] 0.4633089
##
## [[91]]
## [1] -0.3737176
##
## [[92]]
## [1] 0.007787166
##
## [[93]]
## [1] -0.09829067
##
## [[94]]
## [1] -0.8717475
##
## [[95]]
## [1] 0.4647919
##
## [[96]]
## [1] -0.9044398
##
## [[97]]
## [1] -0.9245748
##
## [[98]]
## [1] -1.028582
##
## [[99]]
## [1] 0.2176607
##
## [[100]]
## [1] NA
valmergesm2
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 149478 149478 0.510270 0.193276
## 2 1 110 149478 149478 0.513678 0.193276
## 3 1 110 149478 149478 0.513678 0.193276
## 4 1 110 149478 149478 0.541395 0.193276
## 5 1 110 149478 149478 0.541395 0.193276
## 6 1 110 149478 149478 0.541395 0.193276
## 7 1 110 149478 149478 0.541395 0.193276
## 8 1 110 149478 149478 0.541395 0.193276
## 9 1 110 149478 149478 0.541395 0.193276
## 10 1 110 149478 149478 0.541395 0.193276
## 11 1 110 149478 149478 0.541395 0.193276
## 12 1 110 149478 149478 0.541395 0.193276
## 13 1 110 149478 149478 0.541395 0.193276
## 14 1 110 149478 149478 0.541395 0.193276
## 15 1 110 149478 149478 0.541395 0.193276
## 16 1 110 149478 149478 0.541395 0.193276
## 17 1 110 149478 149478 0.541395 0.193276
## 18 1 110 149478 149478 0.541395 0.193276
## 19 1 110 149478 149478 0.533495 0.193276
## 20 1 110 149478 149478 0.514952 0.193276
## 21 1 110 149478 149478 0.514952 0.193276
## 22 1 110 149478 149478 0.507113 0.193276
## 23 1 110 149478 149478 0.512745 0.193276
## 24 1 110 149478 149478 0.512745 0.193276
## 25 1 110 149478 149478 0.526984 0.193276
## 26 1 110 149478 149478 0.541395 0.193276
## 27 1 110 149478 149478 0.541395 0.193276
## 28 1 110 149478 149478 0.541395 0.193276
## 29 1 110 149478 149478 0.541395 0.193276
## 30 1 110 149478 149478 0.541395 0.193276
## 31 1 110 149478 149478 0.541395 0.193276
## 32 1 110 149478 149478 0.541395 0.193276
## 33 1 110 149478 149478 0.541395 0.193276
## 34 1 110 149478 149478 0.541395 0.193276
## 35 1 110 149478 149478 0.541395 0.193276
## 36 1 110 149478 149478 0.541395 0.193276
## 37 1 110 149478 149478 0.541395 0.193276
## 38 1 110 149478 149478 0.541395 0.193276
## 39 1 110 149478 149478 0.541395 0.193276
## 40 1 110 149478 149478 0.541395 0.193276
## 41 1 110 149478 149478 0.541395 0.193276
## 42 1 110 149478 149478 0.541395 0.193276
## 43 1 110 149478 149478 0.541395 0.193276
## 44 1 110 149478 149478 0.541395 0.193276
## 45 1 110 149478 149478 0.541395 0.193276
## 46 1 110 149478 149478 0.541395 0.193276
## 47 1 110 149478 149478 0.541395 0.193276
## 48 1 110 149478 149478 0.541395 0.193276
## 49 1 110 149478 149478 0.541395 0.193276
## 50 1 110 149478 149478 0.541395 0.193276
## 51 1 110 149478 149478 0.541395 0.193276
## 52 1 110 149478 149478 0.541395 0.193276
## 53 1 110 149478 149478 0.541395 0.193276
## 54 1 110 149478 149478 0.541395 0.193276
## 55 1 110 149478 149478 0.541395 0.193276
## 56 1 110 149478 149478 0.541395 0.193276
## 57 1 110 149478 149478 0.541395 0.193276
## 58 1 110 149478 149478 0.541395 0.193276
## 59 1 110 149478 149478 0.541395 0.193276
## 60 1 110 149478 149478 0.541395 0.193276
## 61 1 110 149478 149478 0.541395 0.193276
## 62 1 110 149478 149478 0.541395 0.193276
## 63 1 110 149478 149478 0.541395 0.193276
## 64 1 110 149478 149478 0.541395 0.193276
## 65 1 110 149478 149478 0.541395 0.193276
## 66 1 110 149478 149478 0.541395 0.193276
## 67 1 110 149478 149478 0.569851 0.193276
## 68 1 110 149478 149478 0.381420 0.193276
## 69 1 110 149478 149478 0.217194 0.193276
## 70 1 110 149478 149478 0.245424 0.193276
## 71 1 110 149478 149478 0.382815 0.193276
## 72 1 110 149478 149478 0.469341 0.193276
## 73 1 110 149478 149478 0.296023 0.193276
## 74 1 110 149478 149478 0.677561 0.193276
## 75 1 110 149478 149478 0.667720 0.193276
## 76 1 110 149478 149478 0.459561 0.193276
## 77 1 110 149478 149478 0.274384 0.193276
## 78 1 110 149478 149478 0.233059 0.193276
## 79 1 110 149478 149478 0.233059 0.193276
## 80 1 110 149478 149478 0.402609 0.193276
## 81 1 110 149478 149478 0.416318 0.193276
## 82 1 110 149478 149478 0.416318 0.193276
## 83 1 110 149478 149478 0.416318 0.193276
## 84 1 110 149478 149478 0.416318 0.193276
## 85 1 110 149478 149478 0.429904 0.193276
## 86 1 110 149478 149478 0.481638 0.193276
## 87 1 110 149478 149478 0.481638 0.193276
## 88 1 110 149478 149478 0.481638 0.193276
## 89 1 110 149478 149478 0.481638 0.193276
## 90 1 110 149478 149478 0.481638 0.193276
## 91 1 110 149478 149478 0.520220 0.193276
## 92 1 110 149478 149478 0.520220 0.193276
## 93 1 110 149478 149478 0.541395 0.193276
## 94 1 110 149478 149478 0.541395 0.193276
## 95 1 110 149478 149478 0.541395 0.193276
## 96 1 110 149478 149478 0.541395 0.193276
## 97 1 110 149478 149478 0.541395 0.193276
## 98 1 110 149478 149478 0.541395 0.193276
## 99 1 110 149478 149478 0.545635 0.193276
## 100 1 110 149478 149478 0.518815 0.193276
## 101 1 110 149478 149478 0.518815 0.193276
## 102 1 110 149478 149478 0.518815 0.193276
## 103 1 110 149478 149478 0.546067 0.193276
## 104 1 110 149478 149478 0.541395 0.193276
## 105 1 110 149478 149478 0.541395 0.193276
## 106 1 110 149478 149478 0.541395 0.193276
## 107 1 110 149478 149478 0.541395 0.193276
## 108 1 110 149478 149478 0.541395 0.193276
## 109 1 110 149478 149478 0.541395 0.193276
## 110 1 110 149478 149478 0.541395 0.193276
## 111 1 110 149478 149478 0.541395 0.193276
## 112 1 110 149478 149478 0.541395 0.193276
## 113 1 110 149478 149478 0.541794 0.193276
## 114 1 110 149478 149478 0.660449 0.193276
## 115 1 110 149478 149478 0.655546 0.193276
## 116 1 110 149478 149478 0.664343 0.193276
## 117 1 110 149478 149478 0.664992 0.193276
## 118 1 110 149478 149478 0.661102 0.193276
## 119 1 110 149478 149478 0.632567 0.193276
## 120 1 110 149478 149478 0.932884 0.193276
## 121 1 110 149478 149478 0.981298 0.193276
## 122 1 110 149478 149478 0.966681 0.193276
## 123 1 110 149478 149478 0.818344 0.193276
## 124 1 110 149478 149478 0.955890 0.193276
## 125 1 110 149478 149478 0.762495 0.193276
## 126 1 110 149478 149478 0.966340 0.193276
## 127 1 110 149478 149478 0.714064 0.193276
## 128 1 110 149478 149478 1.000000 0.193276
## 129 1 110 149478 149478 1.000000 0.193276
## 130 1 110 149478 149478 1.000000 0.193276
## 131 1 110 149478 149478 1.000000 0.193276
## 132 1 110 149478 149478 1.000000 0.193276
## 133 1 110 149478 149478 1.000000 0.193276
## 134 1 110 149478 149478 1.000000 0.193276
## 135 1 110 149478 149478 1.000000 0.193276
## 136 1 110 149478 149478 1.000000 0.193276
## 137 1 110 149478 149478 1.000000 0.193276
## 138 1 110 149478 149478 1.000000 0.193276
## 139 1 110 149478 149478 1.000000 0.193276
## 140 1 110 149478 149478 1.000000 0.193276
## 141 1 110 149478 149478 1.000000 0.193276
## 142 1 110 149478 149478 1.000000 0.193276
## 143 1 110 149478 149478 1.000000 0.193276
## 144 1 110 149478 149478 1.000000 0.193276
## 145 1 110 149478 149478 1.000000 0.193276
## 146 1 110 149478 149478 1.000000 0.193276
## 147 1 110 149478 149478 1.000000 0.193276
## 148 1 110 149478 149478 1.000000 0.193276
## 149 1 110 149478 149478 1.000000 0.193276
## 150 1 110 149478 149478 1.000000 0.193276
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.104638 0.098623 0.09862294
## 2 0.104638 0.099282 0.09928163
## 3 0.104638 0.099282 0.09928163
## 4 0.104638 0.104638 0.10463866
## 5 0.104638 0.104638 0.10463866
## 6 0.104638 0.104638 0.10463866
## 7 0.104638 0.104638 0.10463866
## 8 0.104638 0.104638 0.10463866
## 9 0.104638 0.104638 0.10463866
## 10 0.104638 0.104638 0.10463866
## 11 0.104638 0.104638 0.10463866
## 12 0.104638 0.104638 0.10463866
## 13 0.104638 0.104638 0.10463866
## 14 0.104638 0.104638 0.10463866
## 15 0.104638 0.104638 0.10463866
## 16 0.104638 0.104638 0.10463866
## 17 0.104638 0.104638 0.10463866
## 18 0.104638 0.104638 0.10463866
## 19 0.104638 0.103112 0.10311178
## 20 0.104638 0.099528 0.09952786
## 21 0.104638 0.099528 0.09952786
## 22 0.104638 0.098013 0.09801277
## 23 0.104638 0.099101 0.09910130
## 24 0.104638 0.099101 0.09910130
## 25 0.104638 0.101853 0.10185336
## 26 0.104638 0.104638 0.10463866
## 27 0.104638 0.104638 0.10463866
## 28 0.104638 0.104638 0.10463866
## 29 0.104638 0.104638 0.10463866
## 30 0.104638 0.104638 0.10463866
## 31 0.104638 0.104638 0.10463866
## 32 0.104638 0.104638 0.10463866
## 33 0.104638 0.104638 0.10463866
## 34 0.104638 0.104638 0.10463866
## 35 0.104638 0.104638 0.10463866
## 36 0.104638 0.104638 0.10463866
## 37 0.104638 0.104638 0.10463866
## 38 0.104638 0.104638 0.10463866
## 39 0.104638 0.104638 0.10463866
## 40 0.104638 0.104638 0.10463866
## 41 0.104638 0.104638 0.10463866
## 42 0.104638 0.104638 0.10463866
## 43 0.104638 0.104638 0.10463866
## 44 0.104638 0.104638 0.10463866
## 45 0.104638 0.104638 0.10463866
## 46 0.104638 0.104638 0.10463866
## 47 0.104638 0.104638 0.10463866
## 48 0.104638 0.104638 0.10463866
## 49 0.104638 0.104638 0.10463866
## 50 0.104638 0.104638 0.10463866
## 51 0.104638 0.104638 0.10463866
## 52 0.104638 0.104638 0.10463866
## 53 0.104638 0.104638 0.10463866
## 54 0.104638 0.104638 0.10463866
## 55 0.104638 0.104638 0.10463866
## 56 0.104638 0.104638 0.10463866
## 57 0.104638 0.104638 0.10463866
## 58 0.104638 0.104638 0.10463866
## 59 0.104638 0.104638 0.10463866
## 60 0.104638 0.104638 0.10463866
## 61 0.104638 0.104638 0.10463866
## 62 0.104638 0.104638 0.10463866
## 63 0.104638 0.104638 0.10463866
## 64 0.104638 0.104638 0.10463866
## 65 0.104638 0.104638 0.10463866
## 66 0.104638 0.104638 0.10463866
## 67 0.049026 0.007418 0.11013852
## 68 0.079734 0.027719 0.07371933
## 69 0.101312 0.035834 0.04197839
## 70 0.098472 0.036044 0.04743457
## 71 0.093521 0.053454 0.07398895
## 72 0.086503 0.057214 0.09071235
## 73 0.104638 0.057214 0.05721414
## 74 0.098551 0.118219 0.13095628
## 75 0.042114 0.013567 0.12905425
## 76 0.076790 0.037384 0.08882211
## 77 0.096210 0.037464 0.05303184
## 78 0.104638 0.045045 0.04504471
## 79 0.104638 0.045045 0.04504471
## 80 0.104638 0.073226 0.07781466
## 81 0.104638 0.080464 0.08046428
## 82 0.104638 0.080464 0.08046428
## 83 0.104638 0.080464 0.08046428
## 84 0.104638 0.080464 0.08046428
## 85 0.104638 0.083090 0.08309013
## 86 0.104638 0.093089 0.09308907
## 87 0.104638 0.093089 0.09308907
## 88 0.104638 0.093089 0.09308907
## 89 0.104638 0.093089 0.09308907
## 90 0.104638 0.093089 0.09308907
## 91 0.104638 0.100546 0.10054604
## 92 0.104638 0.100546 0.10054604
## 93 0.104638 0.104638 0.10463866
## 94 0.104638 0.104638 0.10463866
## 95 0.104638 0.104638 0.10463866
## 96 0.104638 0.104638 0.10463866
## 97 0.104638 0.104638 0.10463866
## 98 0.104638 0.104638 0.10463866
## 99 0.104638 0.105350 0.10545815
## 100 0.104638 0.100274 0.10027449
## 101 0.104638 0.100274 0.10027449
## 102 0.104638 0.100274 0.10027449
## 103 0.104638 0.105541 0.10554165
## 104 0.104638 0.104638 0.10463866
## 105 0.104638 0.104638 0.10463866
## 106 0.104638 0.104638 0.10463866
## 107 0.104638 0.104638 0.10463866
## 108 0.104638 0.104638 0.10463866
## 109 0.104638 0.104638 0.10463866
## 110 0.104638 0.104638 0.10463866
## 111 0.104638 0.104638 0.10463866
## 112 0.104638 0.104638 0.10463866
## 113 0.104638 0.104716 0.10471578
## 114 0.092184 0.103943 0.12764894
## 115 0.082808 0.086106 0.12670131
## 116 0.078329 0.079595 0.12840156
## 117 0.076566 0.076566 0.12852699
## 118 0.077006 0.076736 0.12777515
## 119 0.081539 0.079593 0.12226002
## 120 0.019937 0.022594 0.18030409
## 121 0.010906 0.010906 0.18966135
## 122 0.036545 0.036545 0.18683624
## 123 0.047745 0.052524 0.15816625
## 124 0.037909 0.037909 0.18475060
## 125 0.054364 0.054364 0.14737198
## 126 0.041684 0.041684 0.18677033
## 127 0.057594 0.051117 0.13801143
## 128 0.000000 0.000000 0.19327600
## 129 0.000000 0.000000 0.19327600
## 130 0.000000 0.000000 0.19327600
## 131 0.000000 0.000000 0.19327600
## 132 0.000000 0.000000 0.19327600
## 133 0.000000 0.000000 0.19327600
## 134 0.000000 0.000000 0.19327600
## 135 0.000000 0.000000 0.19327600
## 136 0.000000 0.000000 0.19327600
## 137 0.000000 0.000000 0.19327600
## 138 0.000000 0.000000 0.19327600
## 139 0.000000 0.000000 0.19327600
## 140 0.000000 0.000000 0.19327600
## 141 0.000000 0.000000 0.19327600
## 142 0.000000 0.000000 0.19327600
## 143 0.000000 0.000000 0.19327600
## 144 0.000000 0.000000 0.19327600
## 145 0.000000 0.000000 0.19327600
## 146 0.000000 0.000000 0.19327600
## 147 0.000000 0.000000 0.19327600
## 148 0.000000 0.000000 0.19327600
## 149 0.000000 0.000000 0.19327600
## 150 0.000000 0.000000 0.19327600
merge all 3 sites
setwd(system.file("extdata/", package = "RHESSysIOinR"))
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation
## site1 site2 site3 allsites
## 1 0.271806395 0.173196374 -0.2734633543 0.0571798049
## 2 -0.170393483 -0.035670154 -0.2775216151 -0.1611950843
## 3 -1.121387837 -0.833019612 0.0004735535 -0.6513112986
## 4 -0.961144780 -0.647286620 -0.0441067024 -0.5508460341
## 5 -0.610371229 -0.371747280 0.0055996591 -0.3255062833
## 6 -0.854196986 -0.583988552 -0.0884639744 -0.5088831706
## 7 0.427959556 0.397042910 -0.7363021221 0.0295667814
## 8 -1.657931916 0.274837957 -0.0864619587 -0.4898519728
## 9 -1.080096267 -0.801346683 -0.2894712252 -0.7236380583
## 10 0.614747052 0.636759485 0.0174146116 0.4229737163
## 11 -0.754488889 -0.478532547 -0.2955110892 -0.5095108418
## 12 -0.061590897 0.058806425 -0.4649302422 -0.1559049049
## 13 -0.969693774 -0.659765865 -0.0921529889 -0.5738708760
## 14 -0.061847453 0.038165116 -0.1482774207 -0.0573199190
## 15 -0.221126568 -0.075157822 -0.4961702673 -0.2641515523
## 16 -0.160375355 -0.031119791 -0.1277805819 -0.1064252427
## 17 0.160515624 0.223909063 -0.8795231840 -0.1650328324
## 18 0.388685886 0.394644655 -0.7263031227 0.0190091391
## 19 -0.403019852 -0.190970732 -0.0552587380 -0.2164164407
## 20 0.156081889 0.210920126 -0.3365559499 0.0101486883
## 21 -1.031219594 -0.731095993 -0.2527683030 -0.6716946299
## 22 0.429637650 0.418762901 -0.9659862858 -0.0391952452
## 23 -0.979740936 -0.722118984 -0.2920657075 -0.6646418758
## 24 0.420445365 0.403186406 -0.6404296642 0.0610673692
## 25 0.532764142 0.535087536 -0.0476456008 0.3400686925
## 26 0.694923741 0.596043048 -0.0462303913 0.4149121325
## 27 -0.484582520 -0.288051664 0.0220293604 -0.2502016079
## 28 0.662798609 0.551550591 -0.4150217517 0.2664424825
## 29 0.214255346 0.206041722 0.0253641881 0.1485537518
## 30 -0.432588433 -0.245185841 -0.0070502650 -0.2282748464
## 31 0.632922791 0.589198269 -0.5305238688 0.2305323971
## 32 0.214766814 0.215755751 -0.5181637004 -0.0292137120
## 33 0.505970286 0.483964546 0.2183939697 0.4027762675
## 34 0.470341242 -0.851116241 -0.0143421089 -0.1317057025
## 35 -0.614238917 -0.530745001 -0.1684291914 -0.4378043697
## 36 0.544359905 0.545601267 0.2691367876 0.4530326533
## 37 0.461624745 0.475382820 -0.6354583493 0.1005164052
## 38 0.361151250 0.386575013 -0.1334154088 0.2047702848
## 39 -0.062757023 -0.007983589 -0.1257130419 -0.0654845513
## 40 -0.317753824 -0.118912651 -0.1028776355 -0.1798480368
## 41 0.503899292 0.487001317 NA NA
## 42 -0.763214965 -0.505141745 -0.3841604780 -0.5508390628
## 43 -0.637772365 -0.449176094 -0.1819720473 -0.4229735021
## 44 -0.432309451 -0.227447016 0.0032737304 -0.2188275789
## 45 -0.100526028 0.026322423 -0.4526344358 -0.1756126801
## 46 0.134839710 0.186776542 -0.3803537004 -0.0195791496
## 47 0.646594227 0.699315625 -0.3222949108 0.3412049804
## 48 0.523511776 0.501500022 -0.7487226765 0.0920963738
## 49 0.499189177 0.500530728 -1.2167050852 -0.0723283935
## 50 -0.006598081 0.058512453 -0.0256796346 0.0087449124
## 51 -0.211725360 -0.271917913 -0.0782665105 -0.1873032612
## 52 0.101747495 0.015271714 -0.2907742063 -0.0579183325
## 53 0.462289340 0.466256145 -0.9914517347 -0.0209687502
## 54 0.088074250 0.128396986 -0.4062875048 -0.0632720895
## 55 0.471508207 0.474451972 -1.0232811730 -0.0257736646
## 56 -0.250853661 -0.099867293 -0.1738772581 -0.1748660705
## 57 -0.071101059 -0.025648998 -0.2301567387 -0.1089689319
## 58 -0.503401250 -0.301010241 -0.2015186507 -0.3353100473
## 59 -1.147392121 -0.803558680 -0.5818609539 -0.8442705848
## 60 0.662863737 0.628286639 -1.0110491449 0.0933670769
## 61 0.252566919 0.271091866 -0.4036808795 0.0399926354
## 62 -0.805310609 -0.523534408 -0.4001202218 -0.5763217464
## 63 -0.574938561 -0.358414769 0.0262731007 -0.3023600762
## 64 0.148108985 -0.073419189 0.0175610881 0.0307502947
## 65 0.092741625 0.154726328 -0.4288186053 -0.0604502177
## 66 -0.199754171 -0.102869432 -0.1233432503 -0.1419889511
## 67 0.215174108 0.238565099 -0.5822361798 -0.0428323245
## 68 -0.045382599 0.038249124 -0.4429643279 -0.1500326011
## 69 0.487318059 0.480242255 -0.7983636443 0.0563988900
## 70 -0.251437962 -0.111535092 -0.0621000835 -0.1416910458
## 71 -0.371698860 -0.206321686 -0.0601418184 -0.2127207881
## 72 -0.144157823 -0.043994218 -0.0736654503 -0.0872724973
## 73 0.525776062 0.513577160 -1.3334148464 -0.0980205412
## 74 0.580160323 0.592378822 -0.2186932842 0.3179486202
## 75 0.464862425 0.451929020 -0.9370854732 -0.0067646759
## 76 0.441582910 0.441578625 -0.7869412720 0.0320734210
## 77 0.002253002 0.029970677 -0.4764370709 -0.1480711306
## 78 -0.858891767 -0.592344820 -0.2560706686 -0.5691024186
## 79 0.668052585 0.725216405 0.1292463757 0.5075051217
## 80 -0.740979528 -0.517614956 -0.2555057854 -0.5047000899
## 81 -0.535605980 -0.361065454 -0.1319821446 -0.3428845261
## 82 -0.234064328 -0.133503626 -0.0198559750 -0.1291413099
## 83 0.309336724 0.276991336 -0.1439281020 0.1474666525
## 84 -0.052058982 0.012463480 -0.3049020198 -0.1148325071
## 85 0.312038598 0.302012038 -0.3981455608 0.0719683585
## 86 -0.243272587 0.480647751 NA NA
## 87 0.543824107 0.492093259 -0.2992456681 0.2455572327
## 88 0.362305429 0.309389405 -0.1808159315 0.1636263008
## 89 0.090213135 0.073739946 -0.1000673812 0.0212952332
## 90 0.599737289 0.613658168 0.4633089494 0.5589014690
## 91 0.186347165 0.186088577 -0.3737175696 -0.0004272758
## 92 0.241863660 0.042687327 0.0077871664 0.0974460509
## 93 -0.294430972 -0.177094625 -0.0982906729 -0.1899387564
## 94 0.405737275 0.388290478 -0.8717474622 -0.0259065699
## 95 0.502650020 -0.352948958 0.4647918794 0.2048309804
## 96 0.546484392 0.505644794 -0.9044397768 0.0492298030
## 97 -0.126021773 -0.187346501 -0.9245748297 -0.4126477011
## 98 0.052412954 0.125897849 -1.0285817459 -0.2834236477
## 99 -0.576414316 0.096754563 0.2176607176 -0.0873330119
## 100 -0.332043901 -0.015271090 NA NA
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Soil Moisture KGE - Static")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationstatic.csv')
SSURGO
run model 20 times for patch 1 - only for validation time series
setwd(system.file("extdata/", package = "RHESSysIOinR"))
input_rhessys = IOin_rhessys_input(
version = rh_path,
tec_file = "tecfiles/tec_daily",
world_file = "CWWS32ssurgo.world.Y2018M11D1H1.state.Y2018M11D1H1.state",
world_hdr_prefix = "CWWS32ssurgo",
flowtable = "CWWS32ssurgo.flow",
start = "2015 11 1 1",
end = "2018 11 1 1",
output_folder = "out",
output_prefix = "cwws32valssurgo",
commandline_options = c(""))
input_tec_data = IOin_tec_std(start = "2017 11 1 1",
end = "2018 11 1 1",
output_state = FALSE)
input_hdr = IOin_hdr(
basin = "defs/basin.def",
hillslope = "defs/hillslope.def",
zone = "defs/zone.def",
soil = c("defs/soil_clay.def","defs/soil_clayloam.def","defs/soil_loam.def","defs/soil_loamysand.def","defs/soil_rock.def","defs/soil_sand.def","defs/soil_sandyclay.def","defs/soil_sandyclayloam.def","defs/soil_sandyloam.def","defs/soil_silt.def","defs/soil_siltyclay.def","defs/soil_siltyclayloam.def","defs/soil_siltyloam.def","defs/soil_water.def", "defs/soil_shallowloam.def", "defs/soil_shallowsandyclayloam.def", "defs/soil_shallowsandyloam.def"),
landuse = "defs/lu_undev.def",
stratum = c("defs/veg_deciduous/veg_deciduous.def","defs/veg_evergreen/veg_evergreen.def","defs/veg_deciduous_BES.def","defs/veg_eucalypt.def","defs/veg_grass.def","defs/veg_lawn_2cm.def","defs/veg_lawn_5cm.def","defs/veg_lawn_10cm.def","defs/veg_nonveg.def"),
basestations = "clim/cwtws32local.base")
run SSURGO
setwd(system.file("extdata/", package = "RHESSysIOinR"))
n.cores <- parallel::detectCores() - 4
my.cluster <- parallel::makeCluster(
n.cores,
type = "PSOCK"
)
doParallel::registerDoParallel(cl = my.cluster)
start_time = Sys.time()
foreach(i = 1:validationruns, .packages = 'RHESSysIOinR') %dopar% {
stdpars<- IOin_cmd_pars(m = topssurgo[i,]$m,
k = topssurgo[i,]$k,
soil_dep= topssurgo[i,]$soil_dep,
m_v = topssurgo[i,]$m_v,
k_v = topssurgo[i,]$k_v,
gw1 = topssurgo[i,]$gw1,
gw2 = topssurgo[i,]$gw2,
pa = topssurgo[i,]$pa,
po = topssurgo[i,]$po,
vgseng1 = topssurgo[i,]$vgseng1,
vgseng2 = topssurgo[i,]$vgseng2,
vgseng3 = topssurgo[i,]$vgseng3)
run_rhessys_single(input_rhessys = input_rhessys,
hdr_files = input_hdr,
tec_data = input_tec_data,
cmd_pars = stdpars,
output_filter = c(patchfilterpatch1,patchfilterpatch2,patchfilterpatch3),
runID = i)
}
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end_time = Sys.time()
end_time - start_time
## Time difference of 33.93319 mins
read 20 runs, create table and append to table for site 1
setwd(system.file("extdata/", package = "RHESSysIOinR"))
getwd()
## [1] "C:/Users/Carlos/Documents/R/win-library/4.0/RHESSysIOinR/extdata"
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch1_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valssurgo_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 112 136557 136557 0.519326 0.0454
## 2 1 112 136557 136557 0.531557 0.0454
## 3 1 112 136557 136557 0.000000 0.0454
## 4 1 112 136557 136557 0.525838 0.0454
## 5 1 112 136557 136557 0.000000 0.0454
## 6 1 112 136557 136557 0.097754 0.0454
## 7 1 112 136557 136557 0.468760 0.0454
## 8 1 112 136557 136557 0.000000 0.0454
## 9 1 112 136557 136557 0.000000 0.0454
## 10 1 112 136557 136557 0.000000 0.0454
## 11 1 112 136557 136557 0.000000 0.0454
## 12 1 112 136557 136557 0.000000 0.0454
## 13 1 112 136557 136557 0.000000 0.0454
## 14 1 112 136557 136557 0.000000 0.0454
## 15 1 112 136557 136557 0.000000 0.0454
## 16 1 112 136557 136557 0.000000 0.0454
## 17 1 112 136557 136557 0.000000 0.0454
## 18 1 112 136557 136557 0.000000 0.0454
## 19 1 112 136557 136557 0.000000 0.0454
## 20 1 112 136557 136557 0.000000 0.0454
## 21 1 112 136557 136557 0.000000 0.0454
## 22 1 112 136557 136557 0.000000 0.0454
## 23 1 112 136557 136557 0.020292 0.0454
## 24 1 112 136557 136557 0.020292 0.0454
## 25 1 112 136557 136557 0.073271 0.0454
## 26 1 112 136557 136557 0.537571 0.0454
## 27 1 112 136557 136557 0.537571 0.0454
## 28 1 112 136557 136557 0.000000 0.0454
## 29 1 112 136557 136557 0.000000 0.0454
## 30 1 112 136557 136557 0.000000 0.0454
## 31 1 112 136557 136557 0.011583 0.0454
## 32 1 112 136557 136557 0.011583 0.0454
## 33 1 112 136557 136557 0.011583 0.0454
## 34 1 112 136557 136557 0.011583 0.0454
## 35 1 112 136557 136557 0.011583 0.0454
## 36 1 112 136557 136557 0.011583 0.0454
## 37 1 112 136557 136557 0.472888 0.0454
## 38 1 112 136557 136557 0.481042 0.0454
## 39 1 112 136557 136557 0.000000 0.0454
## 40 1 112 136557 136557 0.000000 0.0454
## 41 1 112 136557 136557 0.000000 0.0454
## 42 1 112 136557 136557 0.240449 0.0454
## 43 1 112 136557 136557 0.537571 0.0454
## 44 1 112 136557 136557 0.000000 0.0454
## 45 1 112 136557 136557 0.000000 0.0454
## 46 1 112 136557 136557 0.000000 0.0454
## 47 1 112 136557 136557 0.052908 0.0454
## 48 1 112 136557 136557 0.052908 0.0454
## 49 1 112 136557 136557 0.052908 0.0454
## 50 1 112 136557 136557 0.537571 0.0454
## 51 1 112 136557 136557 0.000000 0.0454
## 52 1 112 136557 136557 0.032523 0.0454
## 53 1 112 136557 136557 0.537571 0.0454
## 54 1 112 136557 136557 0.000000 0.0454
## 55 1 112 136557 136557 0.000000 0.0454
## 56 1 112 136557 136557 0.537571 0.0454
## 57 1 112 136557 136557 0.537571 0.0454
## 58 1 112 136557 136557 0.537571 0.0454
## 59 1 112 136557 136557 0.537571 0.0454
## 60 1 112 136557 136557 0.000000 0.0454
## 61 1 112 136557 136557 0.134447 0.0454
## 62 1 112 136557 136557 0.134447 0.0454
## 63 1 112 136557 136557 0.350434 0.0454
## 64 1 112 136557 136557 0.395281 0.0454
## 65 1 112 136557 136557 0.423820 0.0454
## 66 1 112 136557 136557 0.468667 0.0454
## 67 1 112 136557 136557 0.537571 0.0454
## 68 1 112 136557 136557 0.000000 0.0454
## 69 1 112 136557 136557 0.000000 0.0454
## 70 1 112 136557 136557 0.003984 0.0454
## 71 1 112 136557 136557 0.171140 0.0454
## 72 1 112 136557 136557 0.236372 0.0454
## 73 1 112 136557 136557 0.236372 0.0454
## 74 1 112 136557 136557 0.537571 0.0454
## 75 1 112 136557 136557 0.537571 0.0454
## 76 1 112 136557 136557 0.000000 0.0454
## 77 1 112 136557 136557 0.000000 0.0454
## 78 1 112 136557 136557 0.000000 0.0454
## 79 1 112 136557 136557 0.000000 0.0454
## 80 1 112 136557 136557 0.309758 0.0454
## 81 1 112 136557 136557 0.330121 0.0454
## 82 1 112 136557 136557 0.224308 0.0454
## 83 1 112 136557 136557 0.224308 0.0454
## 84 1 112 136557 136557 0.224308 0.0454
## 85 1 112 136557 136557 0.273138 0.0454
## 86 1 112 136557 136557 0.460659 0.0454
## 87 1 112 136557 136557 0.453566 0.0454
## 88 1 112 136557 136557 0.448377 0.0454
## 89 1 112 136557 136557 0.437386 0.0454
## 90 1 112 136557 136557 0.427575 0.0454
## 91 1 112 136557 136557 0.537571 0.0454
## 92 1 112 136557 136557 0.526517 0.0454
## 93 1 112 136557 136557 0.537571 0.0454
## 94 1 112 136557 136557 0.537571 0.0454
## 95 1 112 136557 136557 0.537571 0.0454
## 96 1 112 136557 136557 0.537571 0.0454
## 97 1 112 136557 136557 0.528191 0.0454
## 98 1 112 136557 136557 0.537571 0.0454
## 99 1 112 136557 136557 0.537571 0.0454
## 100 1 112 136557 136557 0.537571 0.0454
## 101 1 112 136557 136557 0.537571 0.0454
## 102 1 112 136557 136557 0.527157 0.0454
## 103 1 112 136557 136557 0.537571 0.0454
## 104 1 112 136557 136557 0.537571 0.0454
## 105 1 112 136557 136557 0.537571 0.0454
## 106 1 112 136557 136557 0.537571 0.0454
## 107 1 112 136557 136557 0.531320 0.0454
## 108 1 112 136557 136557 0.521987 0.0454
## 109 1 112 136557 136557 0.537571 0.0454
## 110 1 112 136557 136557 0.536957 0.0454
## 111 1 112 136557 136557 0.537571 0.0454
## 112 1 112 136557 136557 0.537571 0.0454
## 113 1 112 136557 136557 0.537571 0.0454
## 114 1 112 136557 136557 0.537571 0.0454
## 115 1 112 136557 136557 0.537571 0.0454
## 116 1 112 136557 136557 0.537571 0.0454
## 117 1 112 136557 136557 0.525301 0.0454
## 118 1 112 136557 136557 0.514889 0.0454
## 119 1 112 136557 136557 0.506850 0.0454
## 120 1 112 136557 136557 0.537571 0.0454
## 121 1 112 136557 136557 0.537571 0.0454
## 122 1 112 136557 136557 0.533377 0.0454
## 123 1 112 136557 136557 0.528926 0.0454
## 124 1 112 136557 136557 0.528926 0.0454
## 125 1 112 136557 136557 0.526055 0.0454
## 126 1 112 136557 136557 0.526055 0.0454
## 127 1 112 136557 136557 0.537571 0.0454
## 128 1 112 136557 136557 0.537571 0.0454
## 129 1 112 136557 136557 0.537571 0.0454
## 130 1 112 136557 136557 0.537571 0.0454
## 131 1 112 136557 136557 0.537571 0.0454
## 132 1 112 136557 136557 0.537571 0.0454
## 133 1 112 136557 136557 0.537571 0.0454
## 134 1 112 136557 136557 0.537571 0.0454
## 135 1 112 136557 136557 0.537571 0.0454
## 136 1 112 136557 136557 0.537571 0.0454
## 137 1 112 136557 136557 0.537571 0.0454
## 138 1 112 136557 136557 0.537571 0.0454
## 139 1 112 136557 136557 0.537571 0.0454
## 140 1 112 136557 136557 0.537571 0.0454
## 141 1 112 136557 136557 0.537571 0.0454
## 142 1 112 136557 136557 0.537571 0.0454
## 143 1 112 136557 136557 0.537571 0.0454
## 144 1 112 136557 136557 0.537571 0.0454
## 145 1 112 136557 136557 0.537571 0.0454
## 146 1 112 136557 136557 0.537571 0.0454
## 147 1 112 136557 136557 0.537571 0.0454
## 148 1 112 136557 136557 0.527538 0.0454
## 149 1 112 136557 136557 0.511174 0.0454
## 150 1 112 136557 136557 0.537571 0.0454
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.024406 0.023577 0.0235774004
## 2 0.024406 0.024133 0.0241326878
## 3 0.024406 0.000000 0.0000000000
## 4 0.024406 0.023873 0.0238730452
## 5 0.024406 0.000000 0.0000000000
## 6 0.024406 0.004438 0.0044380316
## 7 0.024406 0.021282 0.0212817040
## 8 0.024406 0.000000 0.0000000000
## 9 0.024406 0.000000 0.0000000000
## 10 0.024406 0.000000 0.0000000000
## 11 0.024406 0.000000 0.0000000000
## 12 0.024406 0.000000 0.0000000000
## 13 0.024406 0.000000 0.0000000000
## 14 0.024406 0.000000 0.0000000000
## 15 0.024406 0.000000 0.0000000000
## 16 0.024406 0.000000 0.0000000000
## 17 0.024406 0.000000 0.0000000000
## 18 0.024406 0.000000 0.0000000000
## 19 0.024406 0.000000 0.0000000000
## 20 0.024406 0.000000 0.0000000000
## 21 0.024406 0.000000 0.0000000000
## 22 0.024406 0.000000 0.0000000000
## 23 0.024406 0.000921 0.0009212568
## 24 0.024406 0.000921 0.0009212568
## 25 0.024406 0.003327 0.0033265034
## 26 0.024406 0.024406 0.0244057234
## 27 0.024406 0.024406 0.0244057234
## 28 0.024406 0.000000 0.0000000000
## 29 0.024406 0.000000 0.0000000000
## 30 0.024406 0.000000 0.0000000000
## 31 0.024406 0.000526 0.0005258682
## 32 0.024406 0.000526 0.0005258682
## 33 0.024406 0.000526 0.0005258682
## 34 0.024406 0.000526 0.0005258682
## 35 0.024406 0.000526 0.0005258682
## 36 0.024406 0.000526 0.0005258682
## 37 0.024406 0.021469 0.0214691152
## 38 0.024406 0.021839 0.0218393068
## 39 0.024406 0.000000 0.0000000000
## 40 0.024406 0.000000 0.0000000000
## 41 0.024406 0.000000 0.0000000000
## 42 0.024406 0.010916 0.0109163846
## 43 0.024406 0.024406 0.0244057234
## 44 0.024406 0.000000 0.0000000000
## 45 0.024406 0.000000 0.0000000000
## 46 0.024406 0.000000 0.0000000000
## 47 0.024406 0.002402 0.0024020232
## 48 0.024406 0.002402 0.0024020232
## 49 0.024406 0.002402 0.0024020232
## 50 0.024406 0.024406 0.0244057234
## 51 0.024406 0.000000 0.0000000000
## 52 0.024406 0.001477 0.0014765442
## 53 0.024406 0.024406 0.0244057234
## 54 0.024406 0.000000 0.0000000000
## 55 0.024406 0.000000 0.0000000000
## 56 0.024406 0.024406 0.0244057234
## 57 0.024406 0.024406 0.0244057234
## 58 0.024406 0.024406 0.0244057234
## 59 0.024406 0.024406 0.0244057234
## 60 0.024406 0.000000 0.0000000000
## 61 0.024406 0.006104 0.0061038938
## 62 0.024406 0.006104 0.0061038938
## 63 0.024406 0.015910 0.0159097036
## 64 0.024406 0.017946 0.0179457574
## 65 0.024406 0.019241 0.0192414280
## 66 0.024406 0.021277 0.0212774818
## 67 0.024406 0.024406 0.0244057234
## 68 0.024406 0.000000 0.0000000000
## 69 0.024406 0.000000 0.0000000000
## 70 0.024406 0.000181 0.0001808736
## 71 0.024406 0.007770 0.0077697560
## 72 0.024406 0.010731 0.0107312888
## 73 0.024406 0.010731 0.0107312888
## 74 0.024406 0.024406 0.0244057234
## 75 0.024406 0.024406 0.0244057234
## 76 0.024406 0.000000 0.0000000000
## 77 0.024406 0.000000 0.0000000000
## 78 0.024406 0.000000 0.0000000000
## 79 0.024406 0.000000 0.0000000000
## 80 0.024406 0.014063 0.0140630132
## 81 0.024406 0.014987 0.0149874934
## 82 0.024406 0.010184 0.0101835832
## 83 0.024406 0.010184 0.0101835832
## 84 0.024406 0.010184 0.0101835832
## 85 0.024406 0.012400 0.0124004652
## 86 0.024406 0.020914 0.0209139186
## 87 0.024406 0.020592 0.0205918964
## 88 0.024406 0.020356 0.0203563158
## 89 0.024406 0.019857 0.0198573244
## 90 0.024406 0.019412 0.0194119050
## 91 0.024406 0.024406 0.0244057234
## 92 0.024406 0.023904 0.0239038718
## 93 0.024406 0.024406 0.0244057234
## 94 0.024406 0.024406 0.0244057234
## 95 0.024406 0.024406 0.0244057234
## 96 0.024406 0.024406 0.0244057234
## 97 0.024406 0.023980 0.0239798714
## 98 0.024406 0.024406 0.0244057234
## 99 0.024406 0.024406 0.0244057234
## 100 0.024406 0.024406 0.0244057234
## 101 0.024406 0.024406 0.0244057234
## 102 0.024406 0.023933 0.0239329278
## 103 0.024406 0.024406 0.0244057234
## 104 0.024406 0.024406 0.0244057234
## 105 0.024406 0.024406 0.0244057234
## 106 0.024406 0.024406 0.0244057234
## 107 0.024406 0.024122 0.0241219280
## 108 0.024406 0.023698 0.0236982098
## 109 0.024406 0.024406 0.0244057234
## 110 0.024406 0.024378 0.0243778478
## 111 0.024406 0.024406 0.0244057234
## 112 0.024406 0.024406 0.0244057234
## 113 0.024406 0.024406 0.0244057234
## 114 0.024406 0.024406 0.0244057234
## 115 0.024406 0.024406 0.0244057234
## 116 0.024406 0.024406 0.0244057234
## 117 0.024406 0.023849 0.0238486654
## 118 0.024406 0.023376 0.0233759606
## 119 0.024406 0.023011 0.0230109900
## 120 0.024406 0.024406 0.0244057234
## 121 0.024406 0.024406 0.0244057234
## 122 0.024406 0.024215 0.0242153158
## 123 0.024406 0.024013 0.0240132404
## 124 0.024406 0.024013 0.0240132404
## 125 0.024406 0.023883 0.0238828970
## 126 0.024406 0.023883 0.0238828970
## 127 0.024406 0.024406 0.0244057234
## 128 0.024406 0.024406 0.0244057234
## 129 0.024406 0.024406 0.0244057234
## 130 0.024406 0.024406 0.0244057234
## 131 0.024406 0.024406 0.0244057234
## 132 0.024406 0.024406 0.0244057234
## 133 0.024406 0.024406 0.0244057234
## 134 0.024406 0.024406 0.0244057234
## 135 0.024406 0.024406 0.0244057234
## 136 0.024406 0.024406 0.0244057234
## 137 0.024406 0.024406 0.0244057234
## 138 0.024406 0.024406 0.0244057234
## 139 0.024406 0.024406 0.0244057234
## 140 0.024406 0.024406 0.0244057234
## 141 0.024406 0.024406 0.0244057234
## 142 0.024406 0.024406 0.0244057234
## 143 0.024406 0.024406 0.0244057234
## 144 0.024406 0.024406 0.0244057234
## 145 0.024406 0.024406 0.0244057234
## 146 0.024406 0.024406 0.0244057234
## 147 0.024406 0.024406 0.0244057234
## 148 0.024406 0.023950 0.0239502252
## 149 0.024406 0.023207 0.0232072996
## 150 0.024406 0.024406 0.0244057234
validationsmNSElistsite1<- c()
validationsmlnNSElistsite1<- c()
validationsmKGElistsite1<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site1"))))))
validationsmKGElistsite1[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite1
## [[1]]
## [1] -0.2190551
##
## [[2]]
## [1] -0.3174891
##
## [[3]]
## [1] -0.2070076
##
## [[4]]
## [1] -0.3499428
##
## [[5]]
## [1] -0.3931691
##
## [[6]]
## [1] -0.2369814
##
## [[7]]
## [1] -0.2342275
##
## [[8]]
## [1] -0.3520808
##
## [[9]]
## [1] -0.2653596
##
## [[10]]
## [1] -0.2518802
##
## [[11]]
## [1] -0.4182319
##
## [[12]]
## [1] -0.3271963
##
## [[13]]
## [1] -0.4160819
##
## [[14]]
## [1] -0.2348935
##
## [[15]]
## [1] -0.2237051
##
## [[16]]
## [1] -0.3261031
##
## [[17]]
## [1] -0.3644306
##
## [[18]]
## [1] -0.2193348
##
## [[19]]
## [1] -0.238612
##
## [[20]]
## [1] -0.2728946
##
## [[21]]
## [1] -0.2520309
##
## [[22]]
## [1] -0.2703424
##
## [[23]]
## [1] -0.2151377
##
## [[24]]
## [1] -0.3017093
##
## [[25]]
## [1] -0.3394906
##
## [[26]]
## [1] -0.2778126
##
## [[27]]
## [1] -0.2530676
##
## [[28]]
## [1] -0.38327
##
## [[29]]
## [1] -0.3657032
##
## [[30]]
## [1] -0.2912523
##
## [[31]]
## [1] -0.3326295
##
## [[32]]
## [1] -0.2712961
##
## [[33]]
## [1] -0.292552
##
## [[34]]
## [1] -0.3719421
##
## [[35]]
## [1] -0.3642052
##
## [[36]]
## [1] -0.3135375
##
## [[37]]
## [1] -0.2946982
##
## [[38]]
## [1] -0.2384532
##
## [[39]]
## [1] -0.4779048
##
## [[40]]
## [1] -0.4016028
##
## [[41]]
## [1] -0.2856702
##
## [[42]]
## [1] -0.3599925
##
## [[43]]
## [1] -0.3120006
##
## [[44]]
## [1] -0.4256867
##
## [[45]]
## [1] -0.3273319
##
## [[46]]
## [1] -0.2835897
##
## [[47]]
## [1] -0.3766813
##
## [[48]]
## [1] -0.3900781
##
## [[49]]
## [1] -0.3145011
##
## [[50]]
## [1] -0.2123127
##
## [[51]]
## [1] -0.2596857
##
## [[52]]
## [1] -0.3812388
##
## [[53]]
## [1] -0.3184911
##
## [[54]]
## [1] -0.4235003
##
## [[55]]
## [1] -0.4238483
##
## [[56]]
## [1] -0.4905874
##
## [[57]]
## [1] -0.4314509
##
## [[58]]
## [1] -0.3721552
##
## [[59]]
## [1] -0.4234705
##
## [[60]]
## [1] -0.4131145
##
## [[61]]
## [1] -0.4354436
##
## [[62]]
## [1] -0.4433495
##
## [[63]]
## [1] -0.439602
##
## [[64]]
## [1] -0.3427894
##
## [[65]]
## [1] -0.3748652
##
## [[66]]
## [1] -0.2844376
##
## [[67]]
## [1] -0.4205524
##
## [[68]]
## [1] -0.5460571
##
## [[69]]
## [1] -0.3000344
##
## [[70]]
## [1] -0.388959
##
## [[71]]
## [1] -0.3593775
##
## [[72]]
## [1] -0.3717054
##
## [[73]]
## [1] -0.4121206
##
## [[74]]
## [1] -0.4258794
##
## [[75]]
## [1] -0.3493452
##
## [[76]]
## [1] -0.373709
##
## [[77]]
## [1] -0.2915024
##
## [[78]]
## [1] -0.4585589
##
## [[79]]
## [1] -0.376816
##
## [[80]]
## [1] -0.5004496
##
## [[81]]
## [1] -0.3905971
##
## [[82]]
## [1] -0.4102521
##
## [[83]]
## [1] -0.2698821
##
## [[84]]
## [1] -0.3433895
##
## [[85]]
## [1] -0.3979449
##
## [[86]]
## [1] -0.3559575
##
## [[87]]
## [1] -0.3690656
##
## [[88]]
## [1] -0.3888593
##
## [[89]]
## [1] -0.3583923
##
## [[90]]
## [1] -0.4925715
##
## [[91]]
## [1] -0.5895238
##
## [[92]]
## [1] -0.4787415
##
## [[93]]
## [1] -0.5545502
##
## [[94]]
## [1] -0.349762
##
## [[95]]
## [1] -0.3324246
##
## [[96]]
## [1] -0.3842056
##
## [[97]]
## [1] -0.446865
##
## [[98]]
## [1] -0.3760259
##
## [[99]]
## [1] -0.381597
##
## [[100]]
## [1] -0.5041783
prepare to run model n times for patch 2 - only for validation time series
run model in parallel
read 20 runs, create table and append to table for site 2
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch2_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valssurgo2_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo2_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
valmergesm1
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 141942 141942 0.291201 0.435
## 2 1 110 141942 141942 0.292478 0.435
## 3 1 110 141942 141942 0.285511 0.435
## 4 1 110 141942 141942 0.340369 0.435
## 5 1 110 141942 141942 0.327083 0.435
## 6 1 110 141942 141942 0.337263 0.435
## 7 1 110 141942 141942 0.375984 0.435
## 8 1 110 141942 141942 0.355706 0.435
## 9 1 110 141942 141942 0.339704 0.435
## 10 1 110 141942 141942 0.326560 0.435
## 11 1 110 141942 141942 0.315456 0.435
## 12 1 110 141942 141942 0.305880 0.435
## 13 1 110 141942 141942 0.297487 0.435
## 14 1 110 141942 141942 0.290036 0.435
## 15 1 110 141942 141942 0.283352 0.435
## 16 1 110 141942 141942 0.277303 0.435
## 17 1 110 141942 141942 0.271789 0.435
## 18 1 110 141942 141942 0.266729 0.435
## 19 1 110 141942 141942 0.262061 0.435
## 20 1 110 141942 141942 0.257733 0.435
## 21 1 110 141942 141942 0.253704 0.435
## 22 1 110 141942 141942 0.250101 0.435
## 23 1 110 141942 141942 0.252196 0.435
## 24 1 110 141942 141942 0.250099 0.435
## 25 1 110 141942 141942 0.255309 0.435
## 26 1 110 141942 141942 0.396577 0.435
## 27 1 110 141942 141942 0.455722 0.435
## 28 1 110 141942 141942 0.410081 0.435
## 29 1 110 141942 141942 0.380989 0.435
## 30 1 110 141942 141942 0.359740 0.435
## 31 1 110 141942 141942 0.361259 0.435
## 32 1 110 141942 141942 0.344334 0.435
## 33 1 110 141942 141942 0.330546 0.435
## 34 1 110 141942 141942 0.318967 0.435
## 35 1 110 141942 141942 0.309026 0.435
## 36 1 110 141942 141942 0.310267 0.435
## 37 1 110 141942 141942 0.356221 0.435
## 38 1 110 141942 141942 0.357072 0.435
## 39 1 110 141942 141942 0.341012 0.435
## 40 1 110 141942 141942 0.327818 0.435
## 41 1 110 141942 141942 0.316671 0.435
## 42 1 110 141942 141942 0.341743 0.435
## 43 1 110 141942 141942 0.388124 0.435
## 44 1 110 141942 141942 0.365249 0.435
## 45 1 110 141942 141942 0.347600 0.435
## 46 1 110 141942 141942 0.333316 0.435
## 47 1 110 141942 141942 0.338815 0.435
## 48 1 110 141942 141942 0.326017 0.435
## 49 1 110 141942 141942 0.315161 0.435
## 50 1 110 141942 141942 0.376504 0.435
## 51 1 110 141942 141942 0.356459 0.435
## 52 1 110 141942 141942 0.359831 0.435
## 53 1 110 141942 141942 0.442379 0.435
## 54 1 110 141942 141942 0.402559 0.435
## 55 1 110 141942 141942 0.375933 0.435
## 56 1 110 141942 141942 0.515041 0.435
## 57 1 110 141942 141942 0.537571 0.435
## 58 1 110 141942 141942 0.544215 0.435
## 59 1 110 141942 141942 0.537571 0.435
## 60 1 110 141942 141942 0.446338 0.435
## 61 1 110 141942 141942 0.460348 0.435
## 62 1 110 141942 141942 0.413278 0.435
## 63 1 110 141942 141942 0.435798 0.435
## 64 1 110 141942 141942 0.440478 0.435
## 65 1 110 141942 141942 0.443457 0.435
## 66 1 110 141942 141942 0.448137 0.435
## 67 1 110 141942 141942 0.512814 0.435
## 68 1 110 141942 141942 0.438360 0.435
## 69 1 110 141942 141942 0.400228 0.435
## 70 1 110 141942 141942 0.400622 0.435
## 71 1 110 141942 141942 0.418067 0.435
## 72 1 110 141942 141942 0.424875 0.435
## 73 1 110 141942 141942 0.391535 0.435
## 74 1 110 141942 141942 0.445116 0.435
## 75 1 110 141942 141942 0.502134 0.435
## 76 1 110 141942 141942 0.434214 0.435
## 77 1 110 141942 141942 0.397673 0.435
## 78 1 110 141942 141942 0.372561 0.435
## 79 1 110 141942 141942 0.353551 0.435
## 80 1 110 141942 141942 0.385857 0.435
## 81 1 110 141942 141942 0.387984 0.435
## 82 1 110 141942 141942 0.365402 0.435
## 83 1 110 141942 141942 0.347919 0.435
## 84 1 110 141942 141942 0.333738 0.435
## 85 1 110 141942 141942 0.338812 0.435
## 86 1 110 141942 141942 0.358061 0.435
## 87 1 110 141942 141942 0.342044 0.435
## 88 1 110 141942 141942 0.328869 0.435
## 89 1 110 141942 141942 0.317729 0.435
## 90 1 110 141942 141942 0.308113 0.435
## 91 1 110 141942 141942 0.322548 0.435
## 92 1 110 141942 141942 0.312300 0.435
## 93 1 110 141942 141942 0.340777 0.435
## 94 1 110 141942 141942 0.355670 0.435
## 95 1 110 141942 141942 0.340135 0.435
## 96 1 110 141942 141942 0.327296 0.435
## 97 1 110 141942 141942 0.327823 0.435
## 98 1 110 141942 141942 0.352077 0.435
## 99 1 110 141942 141942 0.363140 0.435
## 100 1 110 141942 141942 0.346186 0.435
## 101 1 110 141942 141942 0.332362 0.435
## 102 1 110 141942 141942 0.320746 0.435
## 103 1 110 141942 141942 0.362839 0.435
## 104 1 110 141942 141942 0.345961 0.435
## 105 1 110 141942 141942 0.332188 0.435
## 106 1 110 141942 141942 0.320609 0.435
## 107 1 110 141942 141942 0.310657 0.435
## 108 1 110 141942 141942 0.301960 0.435
## 109 1 110 141942 141942 0.311714 0.435
## 110 1 110 141942 141942 0.302894 0.435
## 111 1 110 141942 141942 0.314351 0.435
## 112 1 110 141942 141942 0.346870 0.435
## 113 1 110 141942 141942 0.346280 0.435
## 114 1 110 141942 141942 0.350682 0.435
## 115 1 110 141942 141942 0.350058 0.435
## 116 1 110 141942 141942 0.349335 0.435
## 117 1 110 141942 141942 0.348516 0.435
## 118 1 110 141942 141942 0.347820 0.435
## 119 1 110 141942 141942 0.347180 0.435
## 120 1 110 141942 141942 0.455402 0.435
## 121 1 110 141942 141942 0.455156 0.435
## 122 1 110 141942 141942 0.453945 0.435
## 123 1 110 141942 141942 0.452670 0.435
## 124 1 110 141942 141942 0.451767 0.435
## 125 1 110 141942 141942 0.450598 0.435
## 126 1 110 141942 141942 0.449770 0.435
## 127 1 110 141942 141942 0.458420 0.435
## 128 1 110 141942 141942 0.568067 0.435
## 129 1 110 141942 141942 0.565329 0.435
## 130 1 110 141942 141942 0.539730 0.435
## 131 1 110 141942 141942 0.549601 0.435
## 132 1 110 141942 141942 0.537571 0.435
## 133 1 110 141942 141942 0.536930 0.435
## 134 1 110 141942 141942 0.536366 0.435
## 135 1 110 141942 141942 0.535544 0.435
## 136 1 110 141942 141942 0.534691 0.435
## 137 1 110 141942 141942 0.534005 0.435
## 138 1 110 141942 141942 0.533270 0.435
## 139 1 110 141942 141942 0.532487 0.435
## 140 1 110 141942 141942 0.532219 0.435
## 141 1 110 141942 141942 0.536187 0.435
## 142 1 110 141942 141942 0.550397 0.435
## 143 1 110 141942 141942 0.537571 0.435
## 144 1 110 141942 141942 0.537571 0.435
## 145 1 110 141942 141942 0.537571 0.435
## 146 1 110 141942 141942 0.536994 0.435
## 147 1 110 141942 141942 0.535969 0.435
## 148 1 110 141942 141942 0.534929 0.435
## 149 1 110 141942 141942 0.533923 0.435
## 150 1 110 141942 141942 0.540106 0.435
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.233843 0.126672 0.1266724
## 2 0.233843 0.127228 0.1272279
## 3 0.233843 0.124197 0.1241973
## 4 0.233843 0.148061 0.1480605
## 5 0.233843 0.142281 0.1422811
## 6 0.233843 0.146710 0.1467094
## 7 0.233843 0.163553 0.1635530
## 8 0.233843 0.154732 0.1547321
## 9 0.233843 0.147771 0.1477712
## 10 0.233843 0.142054 0.1420536
## 11 0.233843 0.137224 0.1372234
## 12 0.233843 0.133058 0.1330578
## 13 0.233843 0.129407 0.1294068
## 14 0.233843 0.126166 0.1261657
## 15 0.233843 0.123258 0.1232581
## 16 0.233843 0.120627 0.1206268
## 17 0.233843 0.118228 0.1182282
## 18 0.233843 0.116027 0.1160271
## 19 0.233843 0.113996 0.1139965
## 20 0.233843 0.112114 0.1121139
## 21 0.233843 0.110361 0.1103612
## 22 0.233843 0.108794 0.1087939
## 23 0.233843 0.109705 0.1097053
## 24 0.233843 0.108793 0.1087931
## 25 0.233843 0.111059 0.1110594
## 26 0.233843 0.172511 0.1725110
## 27 0.233843 0.198239 0.1982391
## 28 0.233843 0.178385 0.1783852
## 29 0.233843 0.165730 0.1657302
## 30 0.233843 0.156487 0.1564869
## 31 0.233843 0.157148 0.1571477
## 32 0.233843 0.149785 0.1497853
## 33 0.233843 0.143788 0.1437875
## 34 0.233843 0.138751 0.1387506
## 35 0.233843 0.134426 0.1344263
## 36 0.233843 0.134966 0.1349661
## 37 0.233843 0.154956 0.1549561
## 38 0.233843 0.155326 0.1553263
## 39 0.233843 0.148340 0.1483402
## 40 0.233843 0.142601 0.1426008
## 41 0.233843 0.137752 0.1377519
## 42 0.233843 0.148658 0.1486582
## 43 0.233843 0.168834 0.1688339
## 44 0.233843 0.158883 0.1588833
## 45 0.233843 0.151206 0.1512060
## 46 0.233843 0.144992 0.1449925
## 47 0.233843 0.147385 0.1473845
## 48 0.233843 0.141817 0.1418174
## 49 0.233843 0.137095 0.1370950
## 50 0.233843 0.163779 0.1637792
## 51 0.233843 0.155060 0.1550597
## 52 0.233843 0.156527 0.1565265
## 53 0.233843 0.192435 0.1924349
## 54 0.233843 0.175113 0.1751132
## 55 0.233843 0.163531 0.1635309
## 56 0.233843 0.224043 0.2240428
## 57 0.233843 0.233843 0.2338434
## 58 0.233843 0.236733 0.2367335
## 59 0.233843 0.233843 0.2338434
## 60 0.233843 0.194157 0.1941570
## 61 0.233843 0.200251 0.2002514
## 62 0.233843 0.179776 0.1797759
## 63 0.233843 0.189572 0.1895721
## 64 0.233843 0.191608 0.1916079
## 65 0.233843 0.192904 0.1929038
## 66 0.233843 0.194940 0.1949396
## 67 0.233843 0.223074 0.2230741
## 68 0.233843 0.190687 0.1906866
## 69 0.233843 0.174099 0.1740992
## 70 0.233843 0.174270 0.1742706
## 71 0.233843 0.181859 0.1818591
## 72 0.233843 0.184821 0.1848206
## 73 0.233843 0.170318 0.1703177
## 74 0.233843 0.193626 0.1936255
## 75 0.233843 0.218428 0.2184283
## 76 0.233843 0.188883 0.1888831
## 77 0.233843 0.172988 0.1729878
## 78 0.233843 0.162064 0.1620640
## 79 0.233843 0.153795 0.1537947
## 80 0.233843 0.167848 0.1678478
## 81 0.233843 0.168773 0.1687730
## 82 0.233843 0.158950 0.1589499
## 83 0.233843 0.151345 0.1513448
## 84 0.233843 0.145176 0.1451760
## 85 0.233843 0.147383 0.1473832
## 86 0.233843 0.155756 0.1557565
## 87 0.233843 0.148789 0.1487891
## 88 0.233843 0.143058 0.1430580
## 89 0.233843 0.138212 0.1382121
## 90 0.233843 0.134029 0.1340292
## 91 0.233843 0.140308 0.1403084
## 92 0.233843 0.135851 0.1358505
## 93 0.233843 0.148238 0.1482380
## 94 0.233843 0.154716 0.1547165
## 95 0.233843 0.147959 0.1479587
## 96 0.233843 0.142374 0.1423738
## 97 0.233843 0.142603 0.1426030
## 98 0.233843 0.153153 0.1531535
## 99 0.233843 0.157966 0.1579659
## 100 0.233843 0.150591 0.1505909
## 101 0.233843 0.144577 0.1445775
## 102 0.233843 0.139524 0.1395245
## 103 0.233843 0.157835 0.1578350
## 104 0.233843 0.150493 0.1504930
## 105 0.233843 0.144502 0.1445018
## 106 0.233843 0.139465 0.1394649
## 107 0.233843 0.135136 0.1351358
## 108 0.233843 0.131353 0.1313526
## 109 0.233843 0.135596 0.1355956
## 110 0.233843 0.131759 0.1317589
## 111 0.233843 0.136742 0.1367427
## 112 0.233843 0.150888 0.1508885
## 113 0.233843 0.150632 0.1506318
## 114 0.233843 0.152547 0.1525467
## 115 0.233843 0.152275 0.1522752
## 116 0.233843 0.151961 0.1519607
## 117 0.233843 0.151605 0.1516045
## 118 0.233843 0.151302 0.1513017
## 119 0.233843 0.151023 0.1510233
## 120 0.233843 0.198100 0.1980999
## 121 0.233843 0.197993 0.1979929
## 122 0.233843 0.197466 0.1974661
## 123 0.233843 0.196912 0.1969115
## 124 0.233843 0.196519 0.1965186
## 125 0.233843 0.196010 0.1960101
## 126 0.233843 0.195650 0.1956499
## 127 0.233843 0.199413 0.1994127
## 128 0.233843 0.247109 0.2471091
## 129 0.233843 0.245918 0.2459181
## 130 0.233843 0.234782 0.2347826
## 131 0.233843 0.239076 0.2390764
## 132 0.233843 0.233843 0.2338434
## 133 0.233843 0.233564 0.2335646
## 134 0.233843 0.233319 0.2333192
## 135 0.233843 0.232962 0.2329616
## 136 0.233843 0.232590 0.2325906
## 137 0.233843 0.232292 0.2322922
## 138 0.233843 0.231972 0.2319724
## 139 0.233843 0.231632 0.2316318
## 140 0.233843 0.231515 0.2315153
## 141 0.233843 0.233241 0.2332413
## 142 0.233843 0.239423 0.2394227
## 143 0.233843 0.233843 0.2338434
## 144 0.233843 0.233843 0.2338434
## 145 0.233843 0.233843 0.2338434
## 146 0.233843 0.233592 0.2335924
## 147 0.233843 0.233147 0.2331465
## 148 0.233843 0.232694 0.2326941
## 149 0.233843 0.232256 0.2322565
## 150 0.233843 0.234946 0.2349461
validationsmNSElistsite2<- c()
validationsmlnNSElistsite2<- c()
validationsmKGElistsite2<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site2"))))))
validationsmKGElistsite2[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite2
## [[1]]
## [1] -0.03820509
##
## [[2]]
## [1] 0.3886308
##
## [[3]]
## [1] -0.1126952
##
## [[4]]
## [1] 0.6213286
##
## [[5]]
## [1] 0.4543435
##
## [[6]]
## [1] 0.1219589
##
## [[7]]
## [1] -0.1687955
##
## [[8]]
## [1] 0.2595617
##
## [[9]]
## [1] 0.1700273
##
## [[10]]
## [1] 0.1797283
##
## [[11]]
## [1] 0.5096142
##
## [[12]]
## [1] 0.3760575
##
## [[13]]
## [1] 0.4543405
##
## [[14]]
## [1] 0.2364191
##
## [[15]]
## [1] 0.1149957
##
## [[16]]
## [1] 0.3960196
##
## [[17]]
## [1] 0.4292124
##
## [[18]]
## [1] 0.07051903
##
## [[19]]
## [1] 0.2512563
##
## [[20]]
## [1] 0.3423684
##
## [[21]]
## [1] 0.04236921
##
## [[22]]
## [1] 0.362188
##
## [[23]]
## [1] -0.1664489
##
## [[24]]
## [1] 0.4097819
##
## [[25]]
## [1] 0.5370685
##
## [[26]]
## [1] 0.3672077
##
## [[27]]
## [1] 0.3321013
##
## [[28]]
## [1] 0.6287284
##
## [[29]]
## [1] 0.4675222
##
## [[30]]
## [1] 0.3609648
##
## [[31]]
## [1] 0.4941519
##
## [[32]]
## [1] 0.3727571
##
## [[33]]
## [1] 0.4172265
##
## [[34]]
## [1] 0.5145876
##
## [[35]]
## [1] 0.5971489
##
## [[36]]
## [1] 0.518427
##
## [[37]]
## [1] 0.1979163
##
## [[38]]
## [1] 0.1297842
##
## [[39]]
## [1] 0.4016814
##
## [[40]]
## [1] 0.5068815
##
## [[41]]
## [1] 0.3244096
##
## [[42]]
## [1] 0.4811859
##
## [[43]]
## [1] -0.904416
##
## [[44]]
## [1] 0.8026662
##
## [[45]]
## [1] 0.3975939
##
## [[46]]
## [1] 0.3024165
##
## [[47]]
## [1] 0.4423369
##
## [[48]]
## [1] 0.5898884
##
## [[49]]
## [1] 0.3017427
##
## [[50]]
## [1] -0.1013509
##
## [[51]]
## [1] 0.1812047
##
## [[52]]
## [1] 0.4994663
##
## [[53]]
## [1] 0.437144
##
## [[54]]
## [1] 0.4776558
##
## [[55]]
## [1] 0.5216036
##
## [[56]]
## [1] 0.6820841
##
## [[57]]
## [1] 0.4831716
##
## [[58]]
## [1] 0.5194362
##
## [[59]]
## [1] 0.5041155
##
## [[60]]
## [1] 0.5352124
##
## [[61]]
## [1] 0.5287366
##
## [[62]]
## [1] 0.5251592
##
## [[63]]
## [1] 0.5690886
##
## [[64]]
## [1] 0.4886013
##
## [[65]]
## [1] 0.4743129
##
## [[66]]
## [1] 0.4208593
##
## [[67]]
## [1] 0.5137871
##
## [[68]]
## [1] 0.4282779
##
## [[69]]
## [1] 0.403734
##
## [[70]]
## [1] 0.6972028
##
## [[71]]
## [1] 0.6475277
##
## [[72]]
## [1] 0.5139077
##
## [[73]]
## [1] 0.4868198
##
## [[74]]
## [1] 0.5270898
##
## [[75]]
## [1] 0.4598539
##
## [[76]]
## [1] 0.5089398
##
## [[77]]
## [1] 0.3907286
##
## [[78]]
## [1] 0.5963573
##
## [[79]]
## [1] 0.4780018
##
## [[80]]
## [1] 0.3844453
##
## [[81]]
## [1] 0.5828532
##
## [[82]]
## [1] 0.5166357
##
## [[83]]
## [1] 0.05219321
##
## [[84]]
## [1] 0.5851513
##
## [[85]]
## [1] 0.5138475
##
## [[86]]
## [1] 0.6527722
##
## [[87]]
## [1] 0.5542598
##
## [[88]]
## [1] 0.5015973
##
## [[89]]
## [1] 0.5495957
##
## [[90]]
## [1] 0.3977634
##
## [[91]]
## [1] 0.6509885
##
## [[92]]
## [1] 0.4351813
##
## [[93]]
## [1] 0.5792785
##
## [[94]]
## [1] 0.5081094
##
## [[95]]
## [1] 0.6576536
##
## [[96]]
## [1] 0.5914989
##
## [[97]]
## [1] 0.2790627
##
## [[98]]
## [1] 0.5796124
##
## [[99]]
## [1] 0.6347248
##
## [[100]]
## [1] 0.402897
prepare to run model 20 times for patch 3 - only for validation time series
run model in parallel
read 20 runs, create table and append to table for site 3
setwd(system.file("extdata/", package = "RHESSysIOinR"))
# Read in RHESSys Validation runs
for(i in 1:validationruns) {
temp_dataset<- read.csv(paste0("outputfilter/valws32patch3_",i,".csv"))
temp_dataset$date<- as.Date(paste(temp_dataset$year, temp_dataset$month, temp_dataset$day, sep = "-"), format = "%Y-%m-%d")
temp_dataset$rootzonevwc<- temp_dataset$rootzone.S*temp_dataset$rootzone.potential_sat
assign(paste0("cwws32valssurgo3_run",i),temp_dataset)
}
##merge calibration runs with observed so dates match up, instead of subsetting
for(i in 1:validationruns) { assign(paste0("valmergesm",i), merge(obsws32smvalclean,eval(parse(text = paste0("cwws32valssurgo3_run",i))), by.x = "Date", by.y="date", all = FALSE))
assign(paste0("valsubsetsm",i),eval(parse(text = paste0("valmergesm",i)))[eval(parse(text = paste0("valmergesm",i,"$date"))) >= Valdates[1] & eval(parse(text = paste0("valmergesm",i,"$date"))) <= Valdates[2], ])}
validationsmNSElistsite3<- c()
validationsmlnNSElistsite3<- c()
validationsmKGElistsite3<- c()
#for(i in 1:n) { assign(paste0("vsmNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture"))))))
# valsmNSElist[[i]]<- eval(parse(text = paste0("vsmNSEobs",i))) }
#for(i in 1:n) { assign(paste0("vsmlnNSEobs",i), NSE(sim = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$rz_storage","/valsubsetsm",i,"$rootdepth")))), obs = as.numeric(eval(parse(text = paste0("valsubsetsm",i,"$mergedsoilmoisture")))), FUN = log, epsilon = "Pushpalatha2012", na.rm=TRUE))
# valsmlnNSElist[[i]]<- eval(parse(text = paste0("vsmlnNSEobs",i))) }
for(i in 1:validationruns) { assign(paste0("vsmKGEobs",i), KGE(sim = as.numeric(eval(parse(text = paste0("valmergesm",i,"$rootzonevwc")))), obs = as.numeric(eval(parse(text = paste0("valmergesm",i,"$Site3"))))))
validationsmKGElistsite3[[i]]<- eval(parse(text = paste0("vsmKGEobs",i))) }
validationsmKGElistsite3
## [[1]]
## [1] 0.01569249
##
## [[2]]
## [1] -0.4236345
##
## [[3]]
## [1] -0.03916047
##
## [[4]]
## [1] -0.5859205
##
## [[5]]
## [1] -0.5524971
##
## [[6]]
## [1] 0.02887065
##
## [[7]]
## [1] -0.08488414
##
## [[8]]
## [1] -0.3900036
##
## [[9]]
## [1] 0.1064929
##
## [[10]]
## [1] -0.4862656
##
## [[11]]
## [1] -0.9781095
##
## [[12]]
## [1] -0.5208166
##
## [[13]]
## [1] -0.7198844
##
## [[14]]
## [1] -0.2350042
##
## [[15]]
## [1] -0.00127656
##
## [[16]]
## [1] -0.3713172
##
## [[17]]
## [1] 0.173541
##
## [[18]]
## [1] 0.02532138
##
## [[19]]
## [1] 0.06457803
##
## [[20]]
## [1] -0.008240823
##
## [[21]]
## [1] -0.05568421
##
## [[22]]
## [1] -0.01426435
##
## [[23]]
## [1] -0.07931862
##
## [[24]]
## [1] -0.003461435
##
## [[25]]
## [1] -0.3973804
##
## [[26]]
## [1] -0.02864109
##
## [[27]]
## [1] 0.02057776
##
## [[28]]
## [1] 0.02668779
##
## [[29]]
## [1] -0.7115647
##
## [[30]]
## [1] NA
##
## [[31]]
## [1] 0.08704197
##
## [[32]]
## [1] -0.2992095
##
## [[33]]
## [1] 0.01001029
##
## [[34]]
## [1] -0.3858575
##
## [[35]]
## [1] -0.3109949
##
## [[36]]
## [1] -0.5802889
##
## [[37]]
## [1] -0.4554851
##
## [[38]]
## [1] -0.1410765
##
## [[39]]
## [1] -1.092538
##
## [[40]]
## [1] -0.3423552
##
## [[41]]
## [1] -0.2746576
##
## [[42]]
## [1] 0.04466716
##
## [[43]]
## [1] -0.1123988
##
## [[44]]
## [1] -0.2698339
##
## [[45]]
## [1] 0.03004031
##
## [[46]]
## [1] -0.249103
##
## [[47]]
## [1] -0.3104524
##
## [[48]]
## [1] 0.04913904
##
## [[49]]
## [1] -0.2562993
##
## [[50]]
## [1] -0.4184854
##
## [[51]]
## [1] -0.08299731
##
## [[52]]
## [1] -0.02709558
##
## [[53]]
## [1] -0.09394261
##
## [[54]]
## [1] -0.5386245
##
## [[55]]
## [1] -0.07183144
##
## [[56]]
## [1] 0.1051952
##
## [[57]]
## [1] -0.643848
##
## [[58]]
## [1] 0.01089645
##
## [[59]]
## [1] -0.7766883
##
## [[60]]
## [1] -0.5214162
##
## [[61]]
## [1] -0.8407521
##
## [[62]]
## [1] -0.7318029
##
## [[63]]
## [1] -0.111762
##
## [[64]]
## [1] 0.04582953
##
## [[65]]
## [1] -0.01715452
##
## [[66]]
## [1] 0.03217678
##
## [[67]]
## [1] -0.6212371
##
## [[68]]
## [1] -0.8705117
##
## [[69]]
## [1] -0.1717475
##
## [[70]]
## [1] -0.8025747
##
## [[71]]
## [1] 0.004817519
##
## [[72]]
## [1] -0.05211907
##
## [[73]]
## [1] -0.4927679
##
## [[74]]
## [1] 0.01833986
##
## [[75]]
## [1] 0.0751
##
## [[76]]
## [1] -0.004785101
##
## [[77]]
## [1] -0.4076865
##
## [[78]]
## [1] -0.05446925
##
## [[79]]
## [1] -0.6731939
##
## [[80]]
## [1] -1.222083
##
## [[81]]
## [1] -0.02551861
##
## [[82]]
## [1] -0.7367844
##
## [[83]]
## [1] -0.08929087
##
## [[84]]
## [1] -0.1048989
##
## [[85]]
## [1] -0.1194083
##
## [[86]]
## [1] -0.1228806
##
## [[87]]
## [1] -0.06709741
##
## [[88]]
## [1] -0.3110209
##
## [[89]]
## [1] -0.0843074
##
## [[90]]
## [1] -0.2065778
##
## [[91]]
## [1] 0.02413418
##
## [[92]]
## [1] -1.213244
##
## [[93]]
## [1] -1.201439
##
## [[94]]
## [1] -0.3556897
##
## [[95]]
## [1] -0.7783705
##
## [[96]]
## [1] -0.7969734
##
## [[97]]
## [1] -0.2386307
##
## [[98]]
## [1] -0.7405395
##
## [[99]]
## [1] -0.03233182
##
## [[100]]
## [1] -0.1949897
valmergesm2
## Date mergedsoilmoisture Site3 Site2 Site1 day month year
## 1 2017-12-17 0.1812803 0.2184210 0.1298160 0.1827378 17 12 2017
## 2 2017-12-18 0.1813529 0.2184097 0.1318113 0.1814523 18 12 2017
## 3 2017-12-19 0.1786329 0.2147977 0.1310752 0.1781363 19 12 2017
## 4 2017-12-20 0.2045600 0.2352214 0.1611586 0.2064497 20 12 2017
## 5 2017-12-21 0.2121985 0.2435130 0.1689051 0.2133542 21 12 2017
## 6 2017-12-22 0.2034018 0.2369948 0.1599421 0.2024036 22 12 2017
## 7 2017-12-23 0.2159135 0.2474115 0.1737037 0.2160729 23 12 2017
## 8 2017-12-24 0.2180366 0.2508741 0.1779583 0.2152578 24 12 2017
## 9 2017-12-25 0.2051297 0.2392457 0.1649375 0.2011580 25 12 2017
## 10 2017-12-26 0.1967778 0.2311780 0.1564815 0.1925998 26 12 2017
## 11 2017-12-27 0.1907229 0.2253247 0.1504178 0.1863498 27 12 2017
## 12 2017-12-28 0.1860186 0.2206840 0.1457465 0.1815573 28 12 2017
## 13 2017-12-29 0.1822263 0.2169158 0.1421042 0.1776285 29 12 2017
## 14 2017-12-30 0.1789890 0.2136771 0.1389468 0.1743325 30 12 2017
## 15 2017-12-31 0.1760297 0.2104852 0.1361690 0.1714696 31 12 2017
## 16 2018-01-01 0.1730221 0.2068863 0.1335336 0.1687743 1 1 2018
## 17 2018-01-02 0.1699094 0.2026606 0.1310185 0.1663264 2 1 2018
## 18 2018-01-03 0.1674965 0.1998021 0.1287234 0.1642708 3 1 2018
## 19 2018-01-04 0.1650735 0.1969184 0.1264468 0.1621988 4 1 2018
## 20 2018-01-05 0.1623993 0.1935668 0.1236840 0.1602682 5 1 2018
## 21 2018-01-06 0.1599766 0.1904905 0.1211806 0.1585599 6 1 2018
## 22 2018-01-07 0.1576960 0.1877726 0.1186574 0.1568984 7 1 2018
## 23 2018-01-08 0.1568914 0.1872422 0.1174618 0.1561128 8 1 2018
## 24 2018-01-09 0.1574485 0.1894384 0.1169259 0.1558507 9 1 2018
## 25 2018-01-10 0.1592184 0.1939688 0.1176424 0.1556502 10 1 2018
## 26 2018-01-11 0.2106263 0.2476406 0.1661053 0.2070026 11 1 2018
## 27 2018-01-12 0.2585713 0.3023993 0.2126192 0.2492075 12 1 2018
## 28 2018-01-13 0.2298163 0.2697049 0.1885231 0.2208976 13 1 2018
## 29 2018-01-14 0.2101749 0.2461050 0.1714329 0.2033012 14 1 2018
## 30 2018-01-15 0.2000193 0.2340321 0.1618090 0.1946641 15 1 2018
## 31 2018-01-16 0.1934378 0.2271962 0.1552234 0.1883403 16 1 2018
## 32 2018-01-17 0.1884672 0.2222873 0.1504387 0.1831684 17 1 2018
## 33 2018-01-18 0.1847465 0.2177543 0.1464155 0.1804870 18 1 2018
## 34 2018-01-19 0.1827311 0.2160347 0.1430255 0.1792066 19 1 2018
## 35 2018-01-20 0.1806938 0.2148377 0.1400914 0.1770017 20 1 2018
## 36 2018-01-21 0.1788930 0.2141354 0.1381655 0.1741962 21 1 2018
## 37 2018-01-22 0.1816379 0.2176727 0.1396944 0.1770608 22 1 2018
## 38 2018-01-23 0.2099719 0.2426632 0.1698900 0.2073420 23 1 2018
## 39 2018-01-24 0.2042055 0.2377882 0.1643600 0.2005069 24 1 2018
## 40 2018-01-25 0.1978362 0.2319010 0.1582002 0.1934983 25 1 2018
## 41 2018-01-26 0.1925960 0.2267535 0.1530544 0.1880946 26 1 2018
## 42 2018-01-27 0.1913684 0.2261970 0.1498113 0.1877075 27 1 2018
## 43 2018-01-28 0.2227986 0.2548967 0.1778299 0.2244271 28 1 2018
## 44 2018-01-29 0.2251622 0.2590182 0.1841771 0.2220451 29 1 2018
## 45 2018-01-30 0.2114195 0.2458255 0.1703889 0.2077865 30 1 2018
## 46 2018-01-31 0.2024122 0.2366563 0.1618900 0.1985599 31 1 2018
## 47 2018-02-01 0.1966335 0.2307604 0.1560451 0.1929479 1 2 2018
## 48 2018-02-02 0.1958087 0.2303811 0.1535116 0.1929592 2 2 2018
## 49 2018-02-03 0.1918223 0.2255894 0.1503773 0.1891389 3 2 2018
## 50 2018-02-04 0.2215597 0.2586415 0.1716586 0.2219036 4 2 2018
## 51 2018-02-05 0.2242181 0.2588863 0.1816354 0.2214870 5 2 2018
## 52 2018-02-06 0.2119706 0.2460191 0.1716088 0.2081936 6 2 2018
## 53 2018-02-07 0.2403602 0.2747222 0.1988044 0.2371649 7 2 2018
## 54 2018-02-08 0.2277506 0.2657526 0.1858970 0.2211389 8 2 2018
## 55 2018-02-09 0.2117093 0.2479861 0.1712176 0.2058012 9 2 2018
## 56 2018-02-10 0.2263567 0.2620903 0.1832708 0.2229375 10 2 2018
## 57 2018-02-11 0.2594152 NA 0.2386782 0.2749679 11 2 2018
## 58 2018-02-12 0.2177703 NA 0.1980856 0.2325339 12 2 2018
## 59 2018-02-13 0.2526821 0.3420382 0.1811157 0.2170009 13 2 2018
## 60 2018-02-14 0.2187074 0.2685182 0.1701852 0.2052882 14 2 2018
## 61 2018-02-15 0.2141866 0.2565538 0.1676806 0.2066988 15 2 2018
## 62 2018-02-16 0.2078769 0.2455486 0.1646400 0.2026328 16 2 2018
## 63 2018-02-17 0.2023741 0.2391111 0.1590405 0.1981372 17 2 2018
## 64 2018-02-18 0.2103213 0.2463655 0.1647130 0.2084835 18 2 2018
## 65 2018-02-19 0.2066506 0.2421328 0.1613194 0.2051667 19 2 2018
## 66 2018-02-20 0.2011578 0.2357995 0.1573102 0.1994019 20 2 2018
## 67 2018-02-21 0.2304523 0.2652378 0.1867384 0.2284523 21 2 2018
## 68 2018-02-22 0.2259672 0.2614158 0.1850486 0.2212075 22 2 2018
## 69 2018-02-23 0.2114646 0.2466120 0.1711169 0.2065781 23 2 2018
## 70 2018-02-24 0.2029441 0.2381710 0.1622558 0.1982335 24 2 2018
## 71 2018-02-25 0.2018564 0.2393038 0.1585914 0.1968576 25 2 2018
## 72 2018-02-26 0.2042301 0.2415321 0.1595822 0.2004141 26 2 2018
## 73 2018-02-27 0.1995574 0.2352457 0.1563762 0.1962552 27 2 2018
## 74 2018-02-28 0.2057860 0.2428750 0.1602326 0.2028620 28 2 2018
## 75 2018-03-01 0.2489119 0.2840321 0.2047778 0.2468924 1 3 2018
## 76 2018-03-02 0.2292061 0.2686840 0.1862639 0.2219349 2 3 2018
## 77 2018-03-03 0.2128520 0.2514045 0.1705255 0.2060443 3 3 2018
## 78 2018-03-04 0.2033614 0.2409384 0.1614676 0.1972049 4 3 2018
## 79 2018-03-05 0.1965865 0.2332422 0.1551944 0.1909748 5 3 2018
## 80 2018-03-06 0.2052393 0.2435052 0.1590255 0.2016337 6 3 2018
## 81 2018-03-07 0.2119353 0.2464280 0.1661713 0.2117656 7 3 2018
## 82 2018-03-08 0.2067156 0.2389826 0.1597778 0.2096519 8 3 2018
## 83 2018-03-09 0.2004845 0.2327387 0.1543472 0.2028333 9 3 2018
## 84 2018-03-10 0.1957295 0.2281016 0.1500116 0.1976458 10 3 2018
## 85 2018-03-11 0.1919861 0.2243811 0.1463588 0.1938116 11 3 2018
## 86 2018-03-12 0.2025691 0.2368247 0.1501875 0.2075998 12 3 2018
## 87 2018-03-13 0.2017443 0.2339063 0.1517373 0.2070877 13 3 2018
## 88 2018-03-14 0.1974754 0.2298194 0.1485509 0.2018247 14 3 2018
## 89 2018-03-15 0.1936638 0.2264358 0.1453831 0.1971024 15 3 2018
## 90 2018-03-16 0.1900477 0.2228429 0.1423264 0.1930434 16 3 2018
## 91 2018-03-17 0.1877393 0.2206745 0.1395810 0.1909227 17 3 2018
## 92 2018-03-18 0.1905354 0.2259635 0.1386458 0.1940243 18 3 2018
## 93 2018-03-19 0.1901329 0.2256233 0.1380532 0.1937023 19 3 2018
## 94 2018-03-20 0.2072206 0.2431823 0.1490359 0.2148976 20 3 2018
## 95 2018-03-21 0.2128883 0.2453212 0.1578299 0.2217491 21 3 2018
## 96 2018-03-22 0.2075410 0.2405356 0.1544282 0.2143811 22 3 2018
## 97 2018-03-23 0.2024549 0.2355833 0.1507025 0.2081406 23 3 2018
## 98 2018-03-24 0.1993210 0.2326936 0.1475405 0.2047839 24 3 2018
## 99 2018-03-25 0.2166313 0.2498394 0.1597975 0.2260486 25 3 2018
## 100 2018-03-26 0.2121376 0.2440990 0.1599988 0.2192804 26 3 2018
## 101 2018-03-27 0.2056414 0.2378082 0.1552662 0.2112561 27 3 2018
## 102 2018-03-28 0.2002648 0.2323446 0.1511817 0.2049974 28 3 2018
## 103 2018-03-29 0.2006057 0.2330764 0.1502801 0.2058793 29 3 2018
## 104 2018-03-30 0.2255177 0.2530920 0.1760208 0.2350660 30 3 2018
## 105 2018-03-31 0.2150303 0.2447335 0.1675706 0.2209219 31 3 2018
## 106 2018-04-01 0.2069646 0.2373377 0.1602535 0.2116250 1 4 2018
## 107 2018-04-02 0.2005587 0.2311814 0.1541250 0.2047613 2 4 2018
## 108 2018-04-03 0.1953756 0.2262899 0.1490255 0.1992240 3 4 2018
## 109 2018-04-04 0.1962923 0.2295095 0.1461979 0.2006458 4 4 2018
## 110 2018-04-05 0.1934653 0.2269696 0.1437060 0.1972804 5 4 2018
## 111 2018-04-06 0.1907393 0.2251259 0.1406759 0.1939002 6 4 2018
## 112 2018-04-07 0.2162749 0.2500877 0.1606632 0.2241710 7 4 2018
## 113 2018-04-08 0.2142361 0.2459740 0.1637072 0.2203950 8 4 2018
## 114 2018-04-09 0.2083649 0.2414036 0.1575637 0.2134271 9 4 2018
## 115 2018-04-10 0.2035641 0.2366189 0.1536088 0.2079757 10 4 2018
## 116 2018-04-11 0.1985177 0.2312960 0.1493970 0.2025799 11 4 2018
## 117 2018-04-12 0.1938879 0.2266094 0.1450822 0.1977708 12 4 2018
## 118 2018-04-13 0.1897607 0.2225330 0.1410868 0.1934939 13 4 2018
## 119 2018-04-14 0.1861888 0.2190686 0.1376424 0.1897188 14 4 2018
## 120 2018-04-15 0.2267652 0.2573394 0.1796586 0.2315208 15 4 2018
## 121 2018-04-16 0.2352825 0.2709479 0.1876516 0.2353403 16 4 2018
## 122 2018-04-17 0.2187042 0.2539436 0.1719479 0.2185321 17 4 2018
## 123 2018-04-18 0.2088741 0.2433733 0.1627118 0.2089965 18 4 2018
## 124 2018-04-19 0.2016534 0.2354809 0.1558704 0.2021632 19 4 2018
## 125 2018-04-20 0.1961351 0.2297092 0.1502894 0.1969453 20 4 2018
## 126 2018-04-21 0.1915013 0.2250877 0.1454896 0.1924236 21 4 2018
## 127 2018-04-22 0.1883138 0.2221033 0.1417083 0.1894783 22 4 2018
## 128 2018-04-23 0.2570006 0.2928273 0.2113310 0.2554262 23 4 2018
## 129 2018-04-24 0.2662503 0.3156189 0.2124942 0.2571988 24 4 2018
## 130 2018-04-25 0.2356152 0.2778342 0.1868507 0.2299696 25 4 2018
## 131 2018-04-26 0.2246237 0.2655755 0.1754988 0.2205156 26 4 2018
## 132 2018-04-27 0.2251174 0.2625469 0.1765451 0.2241172 27 4 2018
## 133 2018-04-28 0.2142165 0.2513707 0.1661273 0.2131293 28 4 2018
## 134 2018-04-29 0.2061856 0.2437292 0.1575150 0.2051450 29 4 2018
## 135 2018-04-30 0.1998873 0.2375208 0.1509155 0.1989826 30 4 2018
## 136 2018-05-01 0.1946701 0.2322135 0.1456887 0.1938628 1 5 2018
## 137 2018-05-02 0.1905331 0.2286172 0.1412465 0.1894141 2 5 2018
## 138 2018-05-03 0.1862787 0.2238941 0.1374086 0.1853160 3 5 2018
## 139 2018-05-04 0.1821768 0.2190781 0.1339653 0.1814340 4 5 2018
## 140 2018-05-05 0.1787459 0.2156814 0.1309086 0.1776884 5 5 2018
## 141 2018-05-06 0.1771430 0.2143819 0.1283380 0.1765078 6 5 2018
## 142 2018-05-07 0.1816304 0.2184427 0.1335903 0.1808481 7 5 2018
## 143 2018-05-08 0.1969321 0.2361970 0.1438322 0.1974922 8 5 2018
## 144 2018-05-09 0.1949738 0.2357708 0.1394086 0.1958507 9 5 2018
## 145 2018-05-10 0.1898592 0.2300799 0.1351667 0.1906580 10 5 2018
## 146 2018-05-11 0.1844252 0.2234852 0.1313345 0.1851832 11 5 2018
## 147 2018-05-12 0.1788747 0.2176962 0.1274792 0.1785998 12 5 2018
## 148 2018-05-13 0.1733239 0.2124896 0.1235127 0.1715165 13 5 2018
## 149 2018-05-14 0.1679975 0.2079583 0.1197731 0.1642049 14 5 2018
## 150 2018-05-15 0.1646196 0.2067674 0.1166227 0.1584696 15 5 2018
## basinID hillID zoneID patchID rootzone.S rootzone.potential_sat
## 1 1 110 149478 149478 0.383644 0.181198
## 2 1 110 149478 149478 0.386842 0.181198
## 3 1 110 149478 149478 0.386842 0.181198
## 4 1 110 149478 149478 0.500147 0.181198
## 5 1 110 149478 149478 0.436838 0.181198
## 6 1 110 149478 149478 0.456887 0.181198
## 7 1 110 149478 149478 0.507621 0.181198
## 8 1 110 149478 149478 0.436838 0.181198
## 9 1 110 149478 149478 0.436838 0.181198
## 10 1 110 149478 149478 0.436838 0.181198
## 11 1 110 149478 149478 0.436838 0.181198
## 12 1 110 149478 149478 0.436838 0.181198
## 13 1 110 149478 149478 0.436838 0.181198
## 14 1 110 149478 149478 0.416681 0.181198
## 15 1 110 149478 149478 0.410265 0.181198
## 16 1 110 149478 149478 0.404559 0.181198
## 17 1 110 149478 149478 0.399062 0.181198
## 18 1 110 149478 149478 0.393880 0.181198
## 19 1 110 149478 149478 0.388975 0.181198
## 20 1 110 149478 149478 0.384432 0.181198
## 21 1 110 149478 149478 0.380206 0.181198
## 22 1 110 149478 149478 0.376301 0.181198
## 23 1 110 149478 149478 0.381585 0.181198
## 24 1 110 149478 149478 0.381585 0.181198
## 25 1 110 149478 149478 0.394906 0.181198
## 26 1 110 149478 149478 0.436838 0.181198
## 27 1 110 149478 149478 0.497762 0.181198
## 28 1 110 149478 149478 0.413773 0.181198
## 29 1 110 149478 149478 0.413773 0.181198
## 30 1 110 149478 149478 0.413773 0.181198
## 31 1 110 149478 149478 0.417991 0.181198
## 32 1 110 149478 149478 0.417991 0.181198
## 33 1 110 149478 149478 0.417991 0.181198
## 34 1 110 149478 149478 0.384486 0.181198
## 35 1 110 149478 149478 0.366773 0.181198
## 36 1 110 149478 149478 0.370009 0.181198
## 37 1 110 149478 149478 0.475447 0.181198
## 38 1 110 149478 149478 0.463995 0.181198
## 39 1 110 149478 149478 0.394841 0.181198
## 40 1 110 149478 149478 0.392421 0.181198
## 41 1 110 149478 149478 0.365189 0.181198
## 42 1 110 149478 149478 0.428035 0.181198
## 43 1 110 149478 149478 0.506817 0.181198
## 44 1 110 149478 149478 0.360183 0.181198
## 45 1 110 149478 149478 0.360183 0.181198
## 46 1 110 149478 149478 0.360183 0.181198
## 47 1 110 149478 149478 0.373995 0.181198
## 48 1 110 149478 149478 0.373354 0.181198
## 49 1 110 149478 149478 0.353515 0.181198
## 50 1 110 149478 149478 0.491024 0.181198
## 51 1 110 149478 149478 0.363796 0.181198
## 52 1 110 149478 149478 0.372278 0.181198
## 53 1 110 149478 149478 0.501667 0.181198
## 54 1 110 149478 149478 0.356598 0.181198
## 55 1 110 149478 149478 0.356598 0.181198
## 56 1 110 149478 149478 0.436838 0.181198
## 57 1 110 149478 149478 0.436838 0.181198
## 58 1 110 149478 149478 0.476819 0.181198
## 59 1 110 149478 149478 0.474323 0.181198
## 60 1 110 149478 149478 0.436838 0.181198
## 61 1 110 149478 149478 0.464971 0.181198
## 62 1 110 149478 149478 0.436838 0.181198
## 63 1 110 149478 149478 0.481499 0.181198
## 64 1 110 149478 149478 0.475670 0.181198
## 65 1 110 149478 149478 0.468509 0.181198
## 66 1 110 149478 149478 0.467018 0.181198
## 67 1 110 149478 149478 0.438543 0.181198
## 68 1 110 149478 149478 0.436838 0.181198
## 69 1 110 149478 149478 0.436838 0.181198
## 70 1 110 149478 149478 0.436838 0.181198
## 71 1 110 149478 149478 0.471886 0.181198
## 72 1 110 149478 149478 0.473568 0.181198
## 73 1 110 149478 149478 0.436838 0.181198
## 74 1 110 149478 149478 0.505307 0.181198
## 75 1 110 149478 149478 0.436838 0.181198
## 76 1 110 149478 149478 0.436838 0.181198
## 77 1 110 149478 149478 0.436838 0.181198
## 78 1 110 149478 149478 0.436838 0.181198
## 79 1 110 149478 149478 0.436838 0.181198
## 80 1 110 149478 149478 0.496940 0.181198
## 81 1 110 149478 149478 0.480065 0.181198
## 82 1 110 149478 149478 0.436838 0.181198
## 83 1 110 149478 149478 0.436838 0.181198
## 84 1 110 149478 149478 0.417971 0.181198
## 85 1 110 149478 149478 0.430717 0.181198
## 86 1 110 149478 149478 0.470836 0.181198
## 87 1 110 149478 149478 0.434530 0.181198
## 88 1 110 149478 149478 0.420760 0.181198
## 89 1 110 149478 149478 0.395927 0.181198
## 90 1 110 149478 149478 0.388609 0.181198
## 91 1 110 149478 149478 0.424806 0.181198
## 92 1 110 149478 149478 0.415217 0.181198
## 93 1 110 149478 149478 0.476557 0.181198
## 94 1 110 149478 149478 0.490654 0.181198
## 95 1 110 149478 149478 0.395800 0.181198
## 96 1 110 149478 149478 0.395800 0.181198
## 97 1 110 149478 149478 0.397394 0.181198
## 98 1 110 149478 149478 0.453229 0.181198
## 99 1 110 149478 149478 0.469045 0.181198
## 100 1 110 149478 149478 0.411689 0.181198
## 101 1 110 149478 149478 0.411689 0.181198
## 102 1 110 149478 149478 0.410176 0.181198
## 103 1 110 149478 149478 0.495788 0.181198
## 104 1 110 149478 149478 0.385040 0.181198
## 105 1 110 149478 149478 0.385040 0.181198
## 106 1 110 149478 149478 0.385040 0.181198
## 107 1 110 149478 149478 0.385040 0.181198
## 108 1 110 149478 149478 0.385040 0.181198
## 109 1 110 149478 149478 0.409512 0.181198
## 110 1 110 149478 149478 0.409512 0.181198
## 111 1 110 149478 149478 0.436838 0.181198
## 112 1 110 149478 149478 0.678365 0.181198
## 113 1 110 149478 149478 0.822135 0.181198
## 114 1 110 149478 149478 0.727073 0.181198
## 115 1 110 149478 149478 0.823905 0.181198
## 116 1 110 149478 149478 0.828206 0.181198
## 117 1 110 149478 149478 0.847152 0.181198
## 118 1 110 149478 149478 0.855394 0.181198
## 119 1 110 149478 149478 0.863592 0.181198
## 120 1 110 149478 149478 1.000000 0.181198
## 121 1 110 149478 149478 1.000000 0.181198
## 122 1 110 149478 149478 1.000000 0.181198
## 123 1 110 149478 149478 1.000000 0.181198
## 124 1 110 149478 149478 1.000000 0.181198
## 125 1 110 149478 149478 1.000000 0.181198
## 126 1 110 149478 149478 1.000000 0.181198
## 127 1 110 149478 149478 1.000000 0.181198
## 128 1 110 149478 149478 1.000000 0.181198
## 129 1 110 149478 149478 1.000000 0.181198
## 130 1 110 149478 149478 1.000000 0.181198
## 131 1 110 149478 149478 1.000000 0.181198
## 132 1 110 149478 149478 1.000000 0.181198
## 133 1 110 149478 149478 1.000000 0.181198
## 134 1 110 149478 149478 1.000000 0.181198
## 135 1 110 149478 149478 1.000000 0.181198
## 136 1 110 149478 149478 1.000000 0.181198
## 137 1 110 149478 149478 1.000000 0.181198
## 138 1 110 149478 149478 1.000000 0.181198
## 139 1 110 149478 149478 1.000000 0.181198
## 140 1 110 149478 149478 1.000000 0.181198
## 141 1 110 149478 149478 1.000000 0.181198
## 142 1 110 149478 149478 1.000000 0.181198
## 143 1 110 149478 149478 1.000000 0.181198
## 144 1 110 149478 149478 1.000000 0.181198
## 145 1 110 149478 149478 1.000000 0.181198
## 146 1 110 149478 149478 1.000000 0.181198
## 147 1 110 149478 149478 1.000000 0.181198
## 148 1 110 149478 149478 1.000000 0.181198
## 149 1 110 149478 149478 1.000000 0.181198
## 150 1 110 149478 149478 1.000000 0.181198
## rootzone.field_capacity rz_storage rootzonevwc
## 1 0.079154 0.069516 0.06951553
## 2 0.079154 0.070095 0.07009500
## 3 0.079154 0.070095 0.07009500
## 4 0.079154 0.090626 0.09062564
## 5 0.079154 0.079154 0.07915417
## 6 0.079154 0.082787 0.08278701
## 7 0.079154 0.091980 0.09197991
## 8 0.079154 0.079154 0.07915417
## 9 0.079154 0.079154 0.07915417
## 10 0.079154 0.079154 0.07915417
## 11 0.079154 0.079154 0.07915417
## 12 0.079154 0.079154 0.07915417
## 13 0.079154 0.079154 0.07915417
## 14 0.079154 0.075502 0.07550176
## 15 0.079154 0.074339 0.07433920
## 16 0.079154 0.073305 0.07330528
## 17 0.079154 0.072309 0.07230924
## 18 0.079154 0.071370 0.07137027
## 19 0.079154 0.070482 0.07048149
## 20 0.079154 0.069658 0.06965831
## 21 0.079154 0.068893 0.06889257
## 22 0.079154 0.068185 0.06818499
## 23 0.079154 0.069143 0.06914244
## 24 0.079154 0.069143 0.06914244
## 25 0.079154 0.071556 0.07155618
## 26 0.079154 0.079154 0.07915417
## 27 0.079154 0.090194 0.09019348
## 28 0.079154 0.074975 0.07497484
## 29 0.079154 0.074975 0.07497484
## 30 0.079154 0.074975 0.07497484
## 31 0.079154 0.075739 0.07573913
## 32 0.079154 0.075739 0.07573913
## 33 0.079154 0.075739 0.07573913
## 34 0.079154 0.069668 0.06966809
## 35 0.079154 0.066459 0.06645853
## 36 0.079154 0.067045 0.06704489
## 37 0.079154 0.086150 0.08615005
## 38 0.079154 0.084075 0.08407497
## 39 0.079154 0.071544 0.07154440
## 40 0.079154 0.071106 0.07110590
## 41 0.079154 0.066172 0.06617152
## 42 0.079154 0.077559 0.07755909
## 43 0.079154 0.091834 0.09183423
## 44 0.079154 0.065264 0.06526444
## 45 0.079154 0.065264 0.06526444
## 46 0.079154 0.065264 0.06526444
## 47 0.079154 0.067767 0.06776715
## 48 0.079154 0.067651 0.06765100
## 49 0.079154 0.064056 0.06405621
## 50 0.079154 0.088973 0.08897257
## 51 0.079154 0.065919 0.06591911
## 52 0.079154 0.067456 0.06745603
## 53 0.079154 0.090901 0.09090106
## 54 0.079154 0.064615 0.06461484
## 55 0.079154 0.064615 0.06461484
## 56 0.079154 0.079154 0.07915417
## 57 0.079154 0.079154 0.07915417
## 58 0.079154 0.086399 0.08639865
## 59 0.079154 0.085946 0.08594638
## 60 0.079154 0.079154 0.07915417
## 61 0.079154 0.084252 0.08425182
## 62 0.079154 0.079154 0.07915417
## 63 0.079154 0.087247 0.08724666
## 64 0.079154 0.086191 0.08619045
## 65 0.079154 0.084893 0.08489289
## 66 0.079154 0.084623 0.08462273
## 67 0.079154 0.079463 0.07946311
## 68 0.079154 0.079154 0.07915417
## 69 0.079154 0.079154 0.07915417
## 70 0.079154 0.079154 0.07915417
## 71 0.079154 0.085505 0.08550480
## 72 0.079154 0.085810 0.08580957
## 73 0.079154 0.079154 0.07915417
## 74 0.079154 0.091561 0.09156062
## 75 0.079154 0.079154 0.07915417
## 76 0.079154 0.079154 0.07915417
## 77 0.079154 0.079154 0.07915417
## 78 0.079154 0.079154 0.07915417
## 79 0.079154 0.079154 0.07915417
## 80 0.079154 0.090045 0.09004453
## 81 0.079154 0.086987 0.08698682
## 82 0.079154 0.079154 0.07915417
## 83 0.079154 0.079154 0.07915417
## 84 0.079154 0.075736 0.07573551
## 85 0.079154 0.078045 0.07804506
## 86 0.079154 0.085315 0.08531454
## 87 0.079154 0.078736 0.07873597
## 88 0.079154 0.076241 0.07624087
## 89 0.079154 0.071741 0.07174118
## 90 0.079154 0.070415 0.07041517
## 91 0.079154 0.076974 0.07697400
## 92 0.079154 0.075237 0.07523649
## 93 0.079154 0.086351 0.08635118
## 94 0.079154 0.088906 0.08890552
## 95 0.079154 0.071718 0.07171817
## 96 0.079154 0.071718 0.07171817
## 97 0.079154 0.072007 0.07200700
## 98 0.079154 0.082124 0.08212419
## 99 0.079154 0.084990 0.08499002
## 100 0.079154 0.074597 0.07459722
## 101 0.079154 0.074597 0.07459722
## 102 0.079154 0.074323 0.07432307
## 103 0.079154 0.089836 0.08983579
## 104 0.079154 0.069769 0.06976848
## 105 0.079154 0.069769 0.06976848
## 106 0.079154 0.069769 0.06976848
## 107 0.079154 0.069769 0.06976848
## 108 0.079154 0.069769 0.06976848
## 109 0.079154 0.074203 0.07420276
## 110 0.079154 0.074203 0.07420276
## 111 0.079154 0.079154 0.07915417
## 112 0.079154 0.122919 0.12291838
## 113 0.062596 0.092529 0.14896922
## 114 0.044716 0.052758 0.13174417
## 115 0.036338 0.050058 0.14928994
## 116 0.030955 0.039338 0.15006927
## 117 0.027562 0.035000 0.15350225
## 118 0.024908 0.030562 0.15499568
## 119 0.023201 0.028171 0.15648114
## 120 0.000000 0.000000 0.18119800
## 121 0.000000 0.000000 0.18119800
## 122 0.000000 0.000000 0.18119800
## 123 0.000000 0.000000 0.18119800
## 124 0.000000 0.000000 0.18119800
## 125 0.000000 0.000000 0.18119800
## 126 0.000000 0.000000 0.18119800
## 127 0.000000 0.000000 0.18119800
## 128 0.000000 0.000000 0.18119800
## 129 0.000000 0.000000 0.18119800
## 130 0.000000 0.000000 0.18119800
## 131 0.000000 0.000000 0.18119800
## 132 0.000000 0.000000 0.18119800
## 133 0.000000 0.000000 0.18119800
## 134 0.000000 0.000000 0.18119800
## 135 0.000000 0.000000 0.18119800
## 136 0.000000 0.000000 0.18119800
## 137 0.000000 0.000000 0.18119800
## 138 0.000000 0.000000 0.18119800
## 139 0.000000 0.000000 0.18119800
## 140 0.000000 0.000000 0.18119800
## 141 0.000000 0.000000 0.18119800
## 142 0.000000 0.000000 0.18119800
## 143 0.000000 0.000000 0.18119800
## 144 0.000000 0.000000 0.18119800
## 145 0.000000 0.000000 0.18119800
## 146 0.000000 0.000000 0.18119800
## 147 0.000000 0.000000 0.18119800
## 148 0.000000 0.000000 0.18119800
## 149 0.000000 0.000000 0.18119800
## 150 0.000000 0.000000 0.18119800
merge all 3 sites
setwd(system.file("extdata/", package = "RHESSysIOinR"))
threesitevalidation1<- data.frame(cbind(site1=as.numeric(validationsmKGElistsite1),site2=as.numeric(validationsmKGElistsite2),site3=as.numeric(validationsmKGElistsite3)))
threesitevalidation<-threesitevalidation1
threesitevalidation$allsites<- rowMeans(threesitevalidation1,na.rm=FALSE)
threesitevalidation
## site1 site2 site3 allsites
## 1 -0.2190551 -0.03820509 0.015692485 -0.080522551
## 2 -0.3174891 0.38863083 -0.423634478 -0.117497584
## 3 -0.2070076 -0.11269524 -0.039160467 -0.119621105
## 4 -0.3499428 0.62132859 -0.585920505 -0.104844897
## 5 -0.3931691 0.45434351 -0.552497057 -0.163774219
## 6 -0.2369814 0.12195888 0.028870653 -0.028717295
## 7 -0.2342275 -0.16879553 -0.084884142 -0.162635716
## 8 -0.3520808 0.25956174 -0.390003639 -0.160840888
## 9 -0.2653596 0.17002733 0.106492932 0.003720212
## 10 -0.2518802 0.17972833 -0.486265557 -0.186139135
## 11 -0.4182319 0.50961424 -0.978109519 -0.295575719
## 12 -0.3271963 0.37605750 -0.520816604 -0.157318462
## 13 -0.4160819 0.45434054 -0.719884389 -0.227208580
## 14 -0.2348935 0.23641914 -0.235004196 -0.077826188
## 15 -0.2237051 0.11499565 -0.001276560 -0.036662011
## 16 -0.3261031 0.39601956 -0.371317205 -0.100466904
## 17 -0.3644306 0.42921239 0.173541029 0.079440940
## 18 -0.2193348 0.07051903 0.025321384 -0.041164791
## 19 -0.2386120 0.25125634 0.064578031 0.025740782
## 20 -0.2728946 0.34236841 -0.008240823 0.020411000
## 21 -0.2520309 0.04236921 -0.055684211 -0.088448624
## 22 -0.2703424 0.36218799 -0.014264354 0.025860422
## 23 -0.2151377 -0.16644887 -0.079318622 -0.153635060
## 24 -0.3017093 0.40978189 -0.003461435 0.034870381
## 25 -0.3394906 0.53706854 -0.397380442 -0.066600843
## 26 -0.2778126 0.36720771 -0.028641093 0.020251344
## 27 -0.2530676 0.33210128 0.020577756 0.033203828
## 28 -0.3832700 0.62872844 0.026687788 0.090715411
## 29 -0.3657032 0.46752221 -0.711564686 -0.203248547
## 30 -0.2912523 0.36096480 NA NA
## 31 -0.3326295 0.49415190 0.087041972 0.082854778
## 32 -0.2712961 0.37275708 -0.299209478 -0.065916166
## 33 -0.2925520 0.41722652 0.010010291 0.044894941
## 34 -0.3719421 0.51458764 -0.385857522 -0.081070658
## 35 -0.3642052 0.59714885 -0.310994873 -0.026017069
## 36 -0.3135375 0.51842700 -0.580288949 -0.125133137
## 37 -0.2946982 0.19791627 -0.455485057 -0.184088992
## 38 -0.2384532 0.12978420 -0.141076529 -0.083248501
## 39 -0.4779048 0.40168136 -1.092537584 -0.389586998
## 40 -0.4016028 0.50688146 -0.342355223 -0.079025528
## 41 -0.2856702 0.32440963 -0.274657629 -0.078639387
## 42 -0.3599925 0.48118587 0.044667161 0.055286839
## 43 -0.3120006 -0.90441600 -0.112398765 -0.442938450
## 44 -0.4256867 0.80266617 -0.269833946 0.035715167
## 45 -0.3273319 0.39759386 0.030040314 0.033434102
## 46 -0.2835897 0.30241655 -0.249103026 -0.076758736
## 47 -0.3766813 0.44233692 -0.310452380 -0.081598921
## 48 -0.3900781 0.58988836 0.049139036 0.082983099
## 49 -0.3145011 0.30174274 -0.256299285 -0.089685885
## 50 -0.2123127 -0.10135092 -0.418485424 -0.244049692
## 51 -0.2596857 0.18120467 -0.082997310 -0.053826129
## 52 -0.3812388 0.49946627 -0.027095582 0.030377299
## 53 -0.3184911 0.43714405 -0.093942610 0.008236780
## 54 -0.4235003 0.47765580 -0.538624547 -0.161489694
## 55 -0.4238483 0.52160364 -0.071831439 0.008641283
## 56 -0.4905874 0.68208406 0.105195185 0.098897267
## 57 -0.4314509 0.48317161 -0.643847982 -0.197375759
## 58 -0.3721552 0.51943623 0.010896449 0.052725823
## 59 -0.4234705 0.50411553 -0.776688278 -0.232014411
## 60 -0.4131145 0.53521237 -0.521416170 -0.133106096
## 61 -0.4354436 0.52873664 -0.840752074 -0.249153019
## 62 -0.4433495 0.52515923 -0.731802894 -0.216664376
## 63 -0.4396020 0.56908862 -0.111762046 0.005908208
## 64 -0.3427894 0.48860133 0.045829532 0.063880492
## 65 -0.3748652 0.47431288 -0.017154516 0.027431065
## 66 -0.2844376 0.42085929 0.032176782 0.056199490
## 67 -0.4205524 0.51378707 -0.621237087 -0.176000801
## 68 -0.5460571 0.42827794 -0.870511724 -0.329430291
## 69 -0.3000344 0.40373395 -0.171747489 -0.022682637
## 70 -0.3889590 0.69720280 -0.802574716 -0.164776987
## 71 -0.3593775 0.64752772 0.004817519 0.097655926
## 72 -0.3717054 0.51390767 -0.052119067 0.030027745
## 73 -0.4121206 0.48681982 -0.492767919 -0.139356237
## 74 -0.4258794 0.52708976 0.018339864 0.039850075
## 75 -0.3493452 0.45985394 0.075099999 0.061869593
## 76 -0.3737090 0.50893984 -0.004785101 0.043481901
## 77 -0.2915024 0.39072862 -0.407686477 -0.102820100
## 78 -0.4585589 0.59635727 -0.054469248 0.027776360
## 79 -0.3768160 0.47800184 -0.673193885 -0.190669341
## 80 -0.5004496 0.38444532 -1.222082593 -0.446028945
## 81 -0.3905971 0.58285316 -0.025518609 0.055579155
## 82 -0.4102521 0.51663572 -0.736784352 -0.210133572
## 83 -0.2698821 0.05219321 -0.089290868 -0.102326596
## 84 -0.3433895 0.58515132 -0.104898860 0.045621000
## 85 -0.3979449 0.51384755 -0.119408251 -0.001168534
## 86 -0.3559575 0.65277220 -0.122880554 0.057978063
## 87 -0.3690656 0.55425984 -0.067097409 0.039365611
## 88 -0.3888593 0.50159729 -0.311020884 -0.066094288
## 89 -0.3583923 0.54959573 -0.084307397 0.035632028
## 90 -0.4925715 0.39776336 -0.206577812 -0.100461972
## 91 -0.5895238 0.65098853 0.024134178 0.028532966
## 92 -0.4787415 0.43518132 -1.213243613 -0.418934597
## 93 -0.5545502 0.57927853 -1.201438816 -0.392236825
## 94 -0.3497620 0.50810937 -0.355689690 -0.065780766
## 95 -0.3324246 0.65765362 -0.778370478 -0.151047142
## 96 -0.3842056 0.59149892 -0.796973441 -0.196560039
## 97 -0.4468650 0.27906269 -0.238630663 -0.135477642
## 98 -0.3760259 0.57961242 -0.740539492 -0.178984338
## 99 -0.3815970 0.63472482 -0.032331823 0.073598653
## 100 -0.5041783 0.40289702 -0.194989724 -0.098757002
boxplot(threesitevalidation1, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")
boxplot(threesitevalidation, main = "Boxplot of Patch Specific Root Zone Soil Moisture KGE - SSURGO")
plot(validationsmKGElistsite1,validationsmKGElistsite3)
write.csv(threesitevalidation,'threesitevalidationssurgo.csv')
Group by group color by site plot kge on y axis plot group on x axis
setwd(system.file("extdata/", package = "RHESSysIOinR"))
ssurgovalidation<- read.csv("threesitevalidationssurgo.csv")
rssvalidation<- read.csv("threesitevalidationrss.csv")
staticvalidation<- read.csv("threesitevalidationstatic.csv")
staticvalidation$group <- 'Static'
rssvalidation$group <- 'RSS'
ssurgovalidation$group<- 'SSURGO'
combinedvalidation <- rbind(staticvalidation, rssvalidation, ssurgovalidation)
combinedvalidationlong1<- data.frame("KGE" = combinedvalidation$site1, "group" = combinedvalidation$group)
combinedvalidationlong2<- data.frame("KGE" = combinedvalidation$site2, "group" = combinedvalidation$group)
combinedvalidationlong3<- data.frame("KGE" = combinedvalidation$site3, "group" = combinedvalidation$group)
combinedvalidationlong4<- data.frame("KGE" = combinedvalidation$allsites, "group" = combinedvalidation$group)
combinedvalidationlong1$site = '1'
combinedvalidationlong2$site = '2'
combinedvalidationlong3$site = '3'
combinedvalidationlong4$site = 'All Sites'
combinedvalidationlong<- rbind(combinedvalidationlong1,combinedvalidationlong2, combinedvalidationlong3, combinedvalidationlong4)
combinedvalidationlong
## KGE group site
## 1 0.2718063949 Static 1
## 2 -0.1703934835 Static 1
## 3 -1.1213878373 Static 1
## 4 -0.9611447799 Static 1
## 5 -0.6103712293 Static 1
## 6 -0.8541969857 Static 1
## 7 0.4279595557 Static 1
## 8 -1.6579319165 Static 1
## 9 -1.0800962666 Static 1
## 10 0.6147470524 Static 1
## 11 -0.7544888887 Static 1
## 12 -0.0615908975 Static 1
## 13 -0.9696937739 Static 1
## 14 -0.0618474527 Static 1
## 15 -0.2211265676 Static 1
## 16 -0.1603753553 Static 1
## 17 0.1605156237 Static 1
## 18 0.3886858856 Static 1
## 19 -0.4030198525 Static 1
## 20 0.1560818891 Static 1
## 21 -1.0312195936 Static 1
## 22 0.4296376496 Static 1
## 23 -0.9797409357 Static 1
## 24 0.4204453654 Static 1
## 25 0.5327641422 Static 1
## 26 0.6949237409 Static 1
## 27 -0.4845825200 Static 1
## 28 0.6627986086 Static 1
## 29 0.2142553456 Static 1
## 30 -0.4325884331 Static 1
## 31 0.6329227913 Static 1
## 32 0.2147668135 Static 1
## 33 0.5059702863 Static 1
## 34 0.4703412420 Static 1
## 35 -0.6142389170 Static 1
## 36 0.5443599054 Static 1
## 37 0.4616247451 Static 1
## 38 0.3611512496 Static 1
## 39 -0.0627570229 Static 1
## 40 -0.3177538239 Static 1
## 41 0.5038992920 Static 1
## 42 -0.7632149652 Static 1
## 43 -0.6377723651 Static 1
## 44 -0.4323094511 Static 1
## 45 -0.1005260279 Static 1
## 46 0.1348397100 Static 1
## 47 0.6465942271 Static 1
## 48 0.5235117756 Static 1
## 49 0.4991891768 Static 1
## 50 -0.0065980811 Static 1
## 51 -0.2117253603 Static 1
## 52 0.1017474951 Static 1
## 53 0.4622893396 Static 1
## 54 0.0880742504 Static 1
## 55 0.4715082072 Static 1
## 56 -0.2508536607 Static 1
## 57 -0.0711010593 Static 1
## 58 -0.5034012501 Static 1
## 59 -1.1473921207 Static 1
## 60 0.6628637365 Static 1
## 61 0.2525669193 Static 1
## 62 -0.8053106092 Static 1
## 63 -0.5749385605 Static 1
## 64 0.1481089847 Static 1
## 65 0.0927416245 Static 1
## 66 -0.1997541712 Static 1
## 67 0.2151741075 Static 1
## 68 -0.0453825990 Static 1
## 69 0.4873180594 Static 1
## 70 -0.2514379621 Static 1
## 71 -0.3716988595 Static 1
## 72 -0.1441578235 Static 1
## 73 0.5257760625 Static 1
## 74 0.5801603228 Static 1
## 75 0.4648624254 Static 1
## 76 0.4415829102 Static 1
## 77 0.0022530018 Static 1
## 78 -0.8588917672 Static 1
## 79 0.6680525848 Static 1
## 80 -0.7409795282 Static 1
## 81 -0.5356059796 Static 1
## 82 -0.2340643284 Static 1
## 83 0.3093367240 Static 1
## 84 -0.0520589820 Static 1
## 85 0.3120385980 Static 1
## 86 -0.2432725868 Static 1
## 87 0.5438241070 Static 1
## 88 0.3623054287 Static 1
## 89 0.0902131346 Static 1
## 90 0.5997372894 Static 1
## 91 0.1863471649 Static 1
## 92 0.2418636597 Static 1
## 93 -0.2944309716 Static 1
## 94 0.4057372748 Static 1
## 95 0.5026500198 Static 1
## 96 0.5464843915 Static 1
## 97 -0.1260217731 Static 1
## 98 0.0524129541 Static 1
## 99 -0.5764143161 Static 1
## 100 -0.3320439014 Static 1
## 101 -0.0148460557 RSS 1
## 102 -0.0011484825 RSS 1
## 103 -0.0470102972 RSS 1
## 104 -0.0011572735 RSS 1
## 105 -0.0086367513 RSS 1
## 106 0.0059897705 RSS 1
## 107 -0.0257144202 RSS 1
## 108 -0.0671120096 RSS 1
## 109 -0.0184053186 RSS 1
## 110 -0.0749516419 RSS 1
## 111 -0.0652711681 RSS 1
## 112 0.0015839387 RSS 1
## 113 -0.1177188766 RSS 1
## 114 -0.0871018943 RSS 1
## 115 -0.0266928635 RSS 1
## 116 -0.0434774799 RSS 1
## 117 -0.0971749077 RSS 1
## 118 -0.0062713948 RSS 1
## 119 -0.0732593636 RSS 1
## 120 -0.0634457976 RSS 1
## 121 -0.0564854868 RSS 1
## 122 -0.1701339592 RSS 1
## 123 -0.1944062640 RSS 1
## 124 -0.0908971577 RSS 1
## 125 -0.0967390621 RSS 1
## 126 -0.0825683720 RSS 1
## 127 -0.1094993669 RSS 1
## 128 -0.1221706683 RSS 1
## 129 -0.1166195840 RSS 1
## 130 -0.1342749624 RSS 1
## 131 -0.2113721677 RSS 1
## 132 -0.0428095623 RSS 1
## 133 -0.0605930322 RSS 1
## 134 -0.1538341536 RSS 1
## 135 -0.0994621417 RSS 1
## 136 -0.2125965537 RSS 1
## 137 -0.1691389883 RSS 1
## 138 -0.1146920259 RSS 1
## 139 -0.2172894769 RSS 1
## 140 -0.1688159385 RSS 1
## 141 -0.1499535201 RSS 1
## 142 -0.3315738674 RSS 1
## 143 -0.1807295309 RSS 1
## 144 -0.2708106517 RSS 1
## 145 -0.1058570140 RSS 1
## 146 -0.2509036680 RSS 1
## 147 -0.1692785365 RSS 1
## 148 -0.1599262667 RSS 1
## 149 -0.0512800943 RSS 1
## 150 -0.1846133066 RSS 1
## 151 -0.0376640715 RSS 1
## 152 -0.1679844042 RSS 1
## 153 -0.0763946097 RSS 1
## 154 -0.3055909589 RSS 1
## 155 -0.0466562600 RSS 1
## 156 0.0005678582 RSS 1
## 157 -0.0696431937 RSS 1
## 158 -0.1852130473 RSS 1
## 159 -0.1866417834 RSS 1
## 160 -0.0966029911 RSS 1
## 161 -0.0515724213 RSS 1
## 162 -0.1816629966 RSS 1
## 163 -0.1117710035 RSS 1
## 164 -0.0826089691 RSS 1
## 165 -0.0483163299 RSS 1
## 166 -0.1686076264 RSS 1
## 167 0.0154740996 RSS 1
## 168 -0.2517505419 RSS 1
## 169 -0.1247291717 RSS 1
## 170 -0.0694499093 RSS 1
## 171 -0.1145306318 RSS 1
## 172 -0.1072606071 RSS 1
## 173 -0.1042550628 RSS 1
## 174 -0.0188394286 RSS 1
## 175 -0.0434691925 RSS 1
## 176 -0.3180939831 RSS 1
## 177 -0.1648099115 RSS 1
## 178 -0.1189501075 RSS 1
## 179 -0.1592604871 RSS 1
## 180 -0.0928021341 RSS 1
## 181 -0.1250372186 RSS 1
## 182 -0.1591638699 RSS 1
## 183 -0.2621096821 RSS 1
## 184 -0.3267513673 RSS 1
## 185 -0.4356883390 RSS 1
## 186 -0.1981507324 RSS 1
## 187 -0.1568462833 RSS 1
## 188 -0.2536638825 RSS 1
## 189 -0.1727285863 RSS 1
## 190 -0.3612060924 RSS 1
## 191 -0.0553470130 RSS 1
## 192 -0.0987217145 RSS 1
## 193 -0.0937407022 RSS 1
## 194 -0.2111709200 RSS 1
## 195 -0.1647807079 RSS 1
## 196 -0.2356949442 RSS 1
## 197 -0.1160221916 RSS 1
## 198 -0.1293624911 RSS 1
## 199 -0.3251603500 RSS 1
## 200 -0.2469331165 RSS 1
## 201 -0.2190550521 SSURGO 1
## 202 -0.3174891040 SSURGO 1
## 203 -0.2070076078 SSURGO 1
## 204 -0.3499427772 SSURGO 1
## 205 -0.3931691151 SSURGO 1
## 206 -0.2369814151 SSURGO 1
## 207 -0.2342274756 SSURGO 1
## 208 -0.3520807630 SSURGO 1
## 209 -0.2653596253 SSURGO 1
## 210 -0.2518801731 SSURGO 1
## 211 -0.4182318748 SSURGO 1
## 212 -0.3271962846 SSURGO 1
## 213 -0.4160818960 SSURGO 1
## 214 -0.2348935065 SSURGO 1
## 215 -0.2237051267 SSURGO 1
## 216 -0.3261030716 SSURGO 1
## 217 -0.3644306005 SSURGO 1
## 218 -0.2193347878 SSURGO 1
## 219 -0.2386120282 SSURGO 1
## 220 -0.2728945917 SSURGO 1
## 221 -0.2520308717 SSURGO 1
## 222 -0.2703423728 SSURGO 1
## 223 -0.2151376895 SSURGO 1
## 224 -0.3017093171 SSURGO 1
## 225 -0.3394906297 SSURGO 1
## 226 -0.2778125837 SSURGO 1
## 227 -0.2530675542 SSURGO 1
## 228 -0.3832699964 SSURGO 1
## 229 -0.3657031710 SSURGO 1
## 230 -0.2912523249 SSURGO 1
## 231 -0.3326295425 SSURGO 1
## 232 -0.2712960973 SSURGO 1
## 233 -0.2925519886 SSURGO 1
## 234 -0.3719420898 SSURGO 1
## 235 -0.3642051876 SSURGO 1
## 236 -0.3135374657 SSURGO 1
## 237 -0.2946981894 SSURGO 1
## 238 -0.2384531717 SSURGO 1
## 239 -0.4779047697 SSURGO 1
## 240 -0.4016028225 SSURGO 1
## 241 -0.2856701655 SSURGO 1
## 242 -0.3599925141 SSURGO 1
## 243 -0.3120005831 SSURGO 1
## 244 -0.4256867210 SSURGO 1
## 245 -0.3273318717 SSURGO 1
## 246 -0.2835897325 SSURGO 1
## 247 -0.3766813055 SSURGO 1
## 248 -0.3900781024 SSURGO 1
## 249 -0.3145011120 SSURGO 1
## 250 -0.2123127355 SSURGO 1
## 251 -0.2596857495 SSURGO 1
## 252 -0.3812387883 SSURGO 1
## 253 -0.3184910971 SSURGO 1
## 254 -0.4235003301 SSURGO 1
## 255 -0.4238483494 SSURGO 1
## 256 -0.4905874406 SSURGO 1
## 257 -0.4314509002 SSURGO 1
## 258 -0.3721552116 SSURGO 1
## 259 -0.4234704843 SSURGO 1
## 260 -0.4131144850 SSURGO 1
## 261 -0.4354436236 SSURGO 1
## 262 -0.4433494612 SSURGO 1
## 263 -0.4396019524 SSURGO 1
## 264 -0.3427893821 SSURGO 1
## 265 -0.3748651689 SSURGO 1
## 266 -0.2844376040 SSURGO 1
## 267 -0.4205523847 SSURGO 1
## 268 -0.5460570914 SSURGO 1
## 269 -0.3000343747 SSURGO 1
## 270 -0.3889590492 SSURGO 1
## 271 -0.3593774576 SSURGO 1
## 272 -0.3717053691 SSURGO 1
## 273 -0.4121206102 SSURGO 1
## 274 -0.4258793971 SSURGO 1
## 275 -0.3493451572 SSURGO 1
## 276 -0.3737090356 SSURGO 1
## 277 -0.2915024382 SSURGO 1
## 278 -0.4585589482 SSURGO 1
## 279 -0.3768159786 SSURGO 1
## 280 -0.5004495574 SSURGO 1
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#Remove NA values so that boxplot will work
validationnona<- subset(combinedvalidationlong,!is.na(combinedvalidationlong$KGE))
threesitevalidationplot <- ggplot(validationnona, aes(group, y = KGE, fill = site))+ geom_boxplot()+ ylab("Soil Moisture KGE - Validation") +xlab("Soil Map Input")+ ggtitle("Patch Specific Soil Moisture KGE For ALL Calibration Runs, NA Excluded")+geom_hline(yintercept=-0.41,linetype=2, col = 'RED')+ scale_y_continuous(breaks=seq(-6,1,1))+ theme_minimal()
threesitevalidationplot
validationnona
## KGE group site
## 1 0.2718063949 Static 1
## 2 -0.1703934835 Static 1
## 3 -1.1213878373 Static 1
## 4 -0.9611447799 Static 1
## 5 -0.6103712293 Static 1
## 6 -0.8541969857 Static 1
## 7 0.4279595557 Static 1
## 8 -1.6579319165 Static 1
## 9 -1.0800962666 Static 1
## 10 0.6147470524 Static 1
## 11 -0.7544888887 Static 1
## 12 -0.0615908975 Static 1
## 13 -0.9696937739 Static 1
## 14 -0.0618474527 Static 1
## 15 -0.2211265676 Static 1
## 16 -0.1603753553 Static 1
## 17 0.1605156237 Static 1
## 18 0.3886858856 Static 1
## 19 -0.4030198525 Static 1
## 20 0.1560818891 Static 1
## 21 -1.0312195936 Static 1
## 22 0.4296376496 Static 1
## 23 -0.9797409357 Static 1
## 24 0.4204453654 Static 1
## 25 0.5327641422 Static 1
## 26 0.6949237409 Static 1
## 27 -0.4845825200 Static 1
## 28 0.6627986086 Static 1
## 29 0.2142553456 Static 1
## 30 -0.4325884331 Static 1
## 31 0.6329227913 Static 1
## 32 0.2147668135 Static 1
## 33 0.5059702863 Static 1
## 34 0.4703412420 Static 1
## 35 -0.6142389170 Static 1
## 36 0.5443599054 Static 1
## 37 0.4616247451 Static 1
## 38 0.3611512496 Static 1
## 39 -0.0627570229 Static 1
## 40 -0.3177538239 Static 1
## 41 0.5038992920 Static 1
## 42 -0.7632149652 Static 1
## 43 -0.6377723651 Static 1
## 44 -0.4323094511 Static 1
## 45 -0.1005260279 Static 1
## 46 0.1348397100 Static 1
## 47 0.6465942271 Static 1
## 48 0.5235117756 Static 1
## 49 0.4991891768 Static 1
## 50 -0.0065980811 Static 1
## 51 -0.2117253603 Static 1
## 52 0.1017474951 Static 1
## 53 0.4622893396 Static 1
## 54 0.0880742504 Static 1
## 55 0.4715082072 Static 1
## 56 -0.2508536607 Static 1
## 57 -0.0711010593 Static 1
## 58 -0.5034012501 Static 1
## 59 -1.1473921207 Static 1
## 60 0.6628637365 Static 1
## 61 0.2525669193 Static 1
## 62 -0.8053106092 Static 1
## 63 -0.5749385605 Static 1
## 64 0.1481089847 Static 1
## 65 0.0927416245 Static 1
## 66 -0.1997541712 Static 1
## 67 0.2151741075 Static 1
## 68 -0.0453825990 Static 1
## 69 0.4873180594 Static 1
## 70 -0.2514379621 Static 1
## 71 -0.3716988595 Static 1
## 72 -0.1441578235 Static 1
## 73 0.5257760625 Static 1
## 74 0.5801603228 Static 1
## 75 0.4648624254 Static 1
## 76 0.4415829102 Static 1
## 77 0.0022530018 Static 1
## 78 -0.8588917672 Static 1
## 79 0.6680525848 Static 1
## 80 -0.7409795282 Static 1
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## 83 0.3093367240 Static 1
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## 85 0.3120385980 Static 1
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## 89 0.0902131346 Static 1
## 90 0.5997372894 Static 1
## 91 0.1863471649 Static 1
## 92 0.2418636597 Static 1
## 93 -0.2944309716 Static 1
## 94 0.4057372748 Static 1
## 95 0.5026500198 Static 1
## 96 0.5464843915 Static 1
## 97 -0.1260217731 Static 1
## 98 0.0524129541 Static 1
## 99 -0.5764143161 Static 1
## 100 -0.3320439014 Static 1
## 101 -0.0148460557 RSS 1
## 102 -0.0011484825 RSS 1
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